DataFrame
NO COMPARISON TARGET
18278
ROWS
0
DUPLICATES
33.1 MB
RAM
103
FEATURES
10
CATEGORICAL
83
NUMERICAL
10
TEXT
2.3.1
Get updates, docs & report issues here

Created & maintained by Francois Bertrand
Graphic design by Jean-Francois Hains
1
sofifa_id
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
18,278
(100%)
ZEROES:
---
MAX
253k
95%
251k
Q3
241k
MEDIAN
226k
AVG
220k
Q1
204k
5%
172k
MIN
1k
RANGE
252k
IQR
36,350
STD
27,960
VAR
781.8M
KURT.
8.14
SKEW
-1.95
SUM
4.0B
2
player_url
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
18,278
(100%)
1
<1%
-
-
https://sofifa.com/player/158023/lionel-messi/20/159586
1
<1%
-
-
https://sofifa.com/player/247213/sibiry-keita/20/159586
1
<1%
-
-
https://sofifa.com/player/237712/valentin-castellanos/20/159586
1
<1%
-
-
https://sofifa.com/player/235633/yehvann-diouf/20/159586
1
<1%
-
-
https://sofifa.com/player/252324/rodrigo-riquelme-reche/20/159586
1
<1%
-
-
https://sofifa.com/player/248573/eric-junior-dina-ebimbe/20/159586
1
<1%
-
-
https://sofifa.com/player/247870/nail-umyarov/20/159586
18,271
>99%
-
-
(Other)
3
short_name
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
17,354
(95%)
11
<1%
-
-
J. Rodríguez
9
<1%
-
-
Paulinho
8
<1%
-
-
J. García
7
<1%
-
-
J. Williams
7
<1%
-
-
J. Hernández
6
<1%
-
-
J. Gómez
6
<1%
-
-
J. Clarke
18,224
>99%
-
-
(Other)
4
long_name
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
18,218
(>99%)
3
<1%
-
-
Liam Kelly
2
<1%
-
-
Mathias Jørgensen
2
<1%
-
-
Tommy Smith
2
<1%
-
-
Luke McCormick
2
<1%
-
-
Michael Smith
2
<1%
-
-
Daniel Jones
2
<1%
-
-
Mihai Roman
18,263
>99%
-
-
(Other)
5
age
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
27
(<1%)
ZEROES:
---
MAX
42.0
95%
33.0
Q3
29.0
AVG
25.3
MEDIAN
25.0
Q1
22.0
5%
19.0
MIN
16.0
RANGE
26.0
IQR
7.00
STD
4.66
VAR
21.7
KURT.
-0.531
SKEW
0.381
SUM
462k
6
dob
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
6,142
(34%)
113
<1%
-
-
1992-02-29
111
<1%
-
-
1984-02-29
110
<1%
-
-
1988-02-29
15
<1%
-
-
1997-01-01
13
<1%
-
-
2001-01-01
11
<1%
-
-
1995-04-19
11
<1%
-
-
1991-01-08
17,894
98%
-
-
(Other)
7
height_cm
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
49
(<1%)
ZEROES:
---
MAX
205.0
95%
192.0
Q3
186.0
AVG
181.4
MEDIAN
181.0
Q1
177.0
5%
170.0
MIN
156.0
RANGE
49.0
IQR
9.00
STD
6.76
VAR
45.7
KURT.
-0.303
SKEW
-0.038
SUM
3.3M
8
weight_kg
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
56
(<1%)
ZEROES:
---
MAX
110.0
95%
87.0
Q3
80.0
AVG
75.3
MEDIAN
75.0
Q1
70.0
5%
64.0
MIN
50.0
RANGE
60.0
IQR
10.0
STD
7.05
VAR
49.7
KURT.
0.042
SKEW
0.221
SUM
1.4M
9
nationality
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
162
(<1%)
1,667
9%
-
-
England
1,216
7%
-
-
Germany
1,035
6%
-
-
Spain
984
5%
-
-
France
886
5%
-
-
Argentina
824
5%
-
-
Brazil
732
4%
-
-
Italy
10,934
60%
-
-
(Other)
10
club
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
698
(4%)
33
<1%
-
-
FC Barcelona
33
<1%
-
-
Real Valladolid CF
33
<1%
-
-
VfL Wolfsburg
33
<1%
-
-
Crystal Palace
33
<1%
-
-
Eintracht Frankfurt
33
<1%
-
-
Hertha BSC
33
<1%
-
-
Leicester City
18,047
99%
-
-
(Other)
11
overall
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
47
(<1%)
ZEROES:
---
MAX
94.0
95%
78.0
Q3
71.0
AVG
66.2
MEDIAN
66.0
Q1
62.0
5%
54.0
MIN
48.0
RANGE
46.0
IQR
9.00
STD
6.95
VAR
48.3
KURT.
0.058
SKEW
0.071
SUM
1.2M
12
potential
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
47
(<1%)
ZEROES:
---
MAX
95.0
95%
82.1
Q3
75.0
AVG
71.5
MEDIAN
71.0
Q1
67.0
5%
62.0
MIN
49.0
RANGE
46.0
IQR
8.00
STD
6.14
VAR
37.7
KURT.
-0.019
SKEW
0.250
SUM
1.3M
13
value_eur
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
214
(1%)
ZEROES:
250
(1%)
MAX
105.5M
95%
10.5M
Q3
2.1M
AVG
2.5M
MEDIAN
0.7M
Q1
0.3M
5%
0.1M
MIN
0.0M
RANGE
105.5M
IQR
1.8M
STD
5.6M
VAR
31.2T
KURT.
62.1
SKEW
6.43
SUM
45.4B
14
wage_eur
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
141
(<1%)
ZEROES:
240
(1%)
MAX
565k
95%
38k
Q3
8k
AVG
9k
MEDIAN
3k
Q1
1k
5%
1k
MIN
0k
RANGE
565k
IQR
7,000
STD
21,352
VAR
455.9M
KURT.
100
SKEW
7.82
SUM
172.9M
15
player_positions
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
643
(4%)
2,322
13%
-
-
CB
2,036
11%
-
-
GK
1,809
10%
-
-
ST
786
4%
-
-
CM
731
4%
-
-
CDM, CM
682
4%
-
-
CM, CDM
669
4%
-
-
LB
9,243
51%
-
-
(Other)
16
preferred_foot
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
17
international_reputation
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
18
weak_foot
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
19
skill_moves
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
5
(<1%)
20
work_rate
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
9
(<1%)
21
body_type
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
10
(<1%)
22
real_face
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
2
(<1%)
23
release_clause_eur
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
1,224
(7%)
ZEROES:
---
MAX
195.8M
95%
19.6M
Q3
3.2M
AVG
4.5M
MEDIAN
1.2M
Q1
0.6M
5%
0.2M
MIN
0.0M
RANGE
195.8M
IQR
2.6M
STD
10.7M
VAR
113.8T
KURT.
67.3
SKEW
6.70
SUM
82.1B
24
team_position
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
29
(<1%)
25
team_jersey_number
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
100
(<1%)
ZEROES:
240
(1%)
MAX
99.0
95%
45.0
Q3
27.0
AVG
19.8
MEDIAN
17.0
Q1
8.0
5%
2.0
MIN
0.0
RANGE
99.0
IQR
19.0
STD
16.7
VAR
277
KURT.
6.37
SKEW
2.10
SUM
363k
26
loaned_from
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
316
(2%)
17,247
94%
-
-
Atalanta
17
<1%
-
-
Sassuolo
14
<1%
-
-
Inter
14
<1%
-
-
SL Benfica
13
<1%
-
-
Genoa
13
<1%
-
-
Racing Club
12
<1%
-
-
Manchester City
948
5%
-
-
(Other)
27
joined
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
1,760
(10%)
2,753
15%
-
-
2019-07-01
1,213
7%
-
-
2018-07-01
750
4%
-
-
2017-07-01
434
2%
-
-
2016-07-01
272
1%
-
-
2015-07-01
262
1%
-
-
2018-01-01
249
1%
-
-
2019-01-01
12,345
68%
-
-
(Other)
28
contract_valid_until
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
8
(<1%)
29
nation_position
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
29
(<1%)
30
nation_jersey_number
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
99
(<1%)
ZEROES:
---
MAX
99.0
95%
45.0
Q3
26.0
AVG
19.8
MEDIAN
17.0
Q1
8.0
5%
2.0
MIN
1.0
RANGE
98.0
IQR
18.0
STD
16.4
VAR
267
KURT.
6.72
SKEW
2.16
SUM
362k
31
pace
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
70
(<1%)
ZEROES:
---
MAX
96.0
95%
84.0
Q3
74.0
MEDIAN
69.0
AVG
67.8
Q1
63.0
5%
48.0
MIN
24.0
RANGE
72.0
IQR
11.0
STD
10.7
VAR
114
KURT.
1.04
SKEW
-0.620
SUM
1.2M
32
shooting
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
79
(<1%)
ZEROES:
---
MAX
93.0
95%
72.0
Q3
62.0
MEDIAN
54.0
AVG
52.5
Q1
44.0
5%
28.0
MIN
15.0
RANGE
78.0
IQR
18.0
STD
13.2
VAR
175
KURT.
-0.464
SKEW
-0.351
SUM
959k
33
passing
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
68
(<1%)
ZEROES:
---
MAX
92.0
95%
73.0
Q3
63.0
MEDIAN
58.0
AVG
57.3
Q1
52.0
5%
39.0
MIN
24.0
RANGE
68.0
IQR
11.0
STD
9.81
VAR
96.3
KURT.
0.237
SKEW
-0.279
SUM
1.0M
34
dribbling
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
71
(<1%)
ZEROES:
---
MAX
96.0
95%
77.0
Q3
69.0
MEDIAN
64.0
AVG
62.7
Q1
58.0
5%
43.0
MIN
23.0
RANGE
73.0
IQR
11.0
STD
9.71
VAR
94.2
KURT.
0.937
SKEW
-0.693
SUM
1.1M
35
defending
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
76
(<1%)
ZEROES:
---
MAX
90.0
95%
73.0
Q3
64.0
MEDIAN
56.0
AVG
52.0
Q1
39.0
5%
24.0
MIN
15.0
RANGE
75.0
IQR
25.0
STD
15.5
VAR
242
KURT.
-0.804
SKEW
-0.452
SUM
951k
36
physic
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
61
(<1%)
ZEROES:
---
MAX
90.0
95%
79.0
Q3
71.0
MEDIAN
66.0
AVG
65.0
Q1
60.0
5%
48.0
MIN
27.0
RANGE
63.0
IQR
11.0
STD
9.21
VAR
84.8
KURT.
0.258
SKEW
-0.554
SUM
1.2M
37
gk_diving
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
48
(<1%)
ZEROES:
16,242
(89%)
MAX
90.0
95%
66.0
Q3
0.0
AVG
7.3
MEDIAN
0.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
90.0
IQR
0.00
STD
20.7
VAR
430
KURT.
4.63
SKEW
2.54
SUM
133k
38
gk_handling
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
48
(<1%)
ZEROES:
16,242
(89%)
MAX
92.0
95%
64.0
Q3
0.0
AVG
7.0
MEDIAN
0.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
92.0
IQR
0.00
STD
20.0
VAR
401
KURT.
4.61
SKEW
2.54
SUM
129k
39
gk_kicking
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
53
(<1%)
ZEROES:
16,242
(89%)
MAX
93.0
95%
62.0
Q3
0.0
AVG
6.9
MEDIAN
0.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
93.0
IQR
0.00
STD
19.6
VAR
385
KURT.
4.67
SKEW
2.55
SUM
126k
40
gk_reflexes
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
49
(<1%)
ZEROES:
16,242
(89%)
MAX
92.0
95%
67.0
Q3
0.0
AVG
7.4
MEDIAN
0.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
92.0
IQR
0.00
STD
21.1
VAR
444
KURT.
4.68
SKEW
2.55
SUM
135k
41
gk_speed
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
54
(<1%)
ZEROES:
16,242
(89%)
MAX
65.0
95%
41.0
Q3
0.0
AVG
4.2
MEDIAN
0.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
65.0
IQR
0.00
STD
12.4
VAR
154
KURT.
6.70
SKEW
2.84
SUM
76,958
42
gk_positioning
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
51
(<1%)
ZEROES:
16,242
(89%)
MAX
91.0
95%
65.0
Q3
0.0
AVG
7.1
MEDIAN
0.0
Q1
0.0
5%
0.0
MIN
0.0
RANGE
91.0
IQR
0.00
STD
20.1
VAR
406
KURT.
4.76
SKEW
2.56
SUM
129k
43
player_traits
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
921
(5%)
11,213
61%
-
-
Early Crosser
370
2%
-
-
Power Free-Kick
354
2%
-
-
Long Passer (CPU AI Only)
296
2%
-
-
Crowd Favourite
294
2%
-
-
Argues with Officials
259
1%
-
-
Injury Prone
237
1%
-
-
Leadership
5,255
29%
-
-
(Other)
44
attacking_crossing
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
88
(<1%)
ZEROES:
---
MAX
93.0
95%
74.0
Q3
64.0
MEDIAN
54.0
AVG
49.7
Q1
38.0
5%
13.0
MIN
5.0
RANGE
88.0
IQR
26.0
STD
18.3
VAR
336
KURT.
-0.520
SKEW
-0.605
SUM
909k
45
attacking_finishing
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
93
(<1%)
ZEROES:
---
MAX
95.0
95%
73.0
Q3
62.0
MEDIAN
49.0
AVG
45.6
Q1
30.0
5%
11.0
MIN
2.0
RANGE
93.0
IQR
32.0
STD
19.6
VAR
384
KURT.
-0.944
SKEW
-0.317
SUM
833k
46
attacking_heading_accuracy
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
89
(<1%)
ZEROES:
---
MAX
93.0
95%
75.0
Q3
64.0
MEDIAN
56.0
AVG
52.2
Q1
44.0
5%
13.0
MIN
5.0
RANGE
88.0
IQR
20.0
STD
17.4
VAR
304
KURT.
0.285
SKEW
-0.881
SUM
955k
47
attacking_short_passing
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
84
(<1%)
ZEROES:
---
MAX
92.0
95%
77.0
Q3
68.0
MEDIAN
62.0
AVG
58.7
Q1
54.0
5%
25.0
MIN
7.0
RANGE
85.0
IQR
14.0
STD
14.7
VAR
215
KURT.
0.897
SKEW
-1.14
SUM
1.1M
48
attacking_volleys
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
87
(<1%)
ZEROES:
---
MAX
90.0
95%
70.0
Q3
56.0
MEDIAN
44.0
AVG
42.8
Q1
30.0
5%
11.0
MIN
3.0
RANGE
87.0
IQR
26.0
STD
17.7
VAR
313
KURT.
-0.681
SKEW
-0.156
SUM
782k
49
skill_dribbling
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
92
(<1%)
ZEROES:
---
MAX
97.0
95%
77.0
Q3
68.0
MEDIAN
61.0
AVG
55.6
Q1
50.0
5%
13.0
MIN
4.0
RANGE
93.0
IQR
18.0
STD
18.9
VAR
358
KURT.
0.419
SKEW
-1.12
SUM
1.0M
50
skill_curve
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
89
(<1%)
ZEROES:
---
MAX
94.0
95%
75.0
Q3
62.0
MEDIAN
49.0
AVG
47.3
Q1
34.0
5%
13.0
MIN
6.0
RANGE
88.0
IQR
28.0
STD
18.4
VAR
339
KURT.
-0.726
SKEW
-0.263
SUM
865k
51
skill_fk_accuracy
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
89
(<1%)
ZEROES:
---
MAX
94.0
95%
72.0
Q3
56.0
AVG
42.7
MEDIAN
41.0
Q1
31.0
5%
13.0
MIN
4.0
RANGE
90.0
IQR
25.0
STD
17.4
VAR
304
KURT.
-0.703
SKEW
0.094
SUM
781k
52
skill_long_passing
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
85
(<1%)
ZEROES:
---
MAX
92.0
95%
73.0
Q3
64.0
MEDIAN
56.0
AVG
52.8
Q1
43.0
5%
23.0
MIN
8.0
RANGE
84.0
IQR
21.0
STD
15.2
VAR
232
KURT.
-0.354
SKEW
-0.590
SUM
965k
53
skill_ball_control
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
90
(<1%)
ZEROES:
---
MAX
96.0
95%
77.0
Q3
69.0
MEDIAN
63.0
AVG
58.5
Q1
54.0
5%
19.0
MIN
5.0
RANGE
91.0
IQR
15.0
STD
16.7
VAR
280
KURT.
1.08
SKEW
-1.29
SUM
1.1M
54
movement_acceleration
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
86
(<1%)
ZEROES:
---
MAX
97.0
95%
85.0
Q3
75.0
MEDIAN
67.0
AVG
64.3
Q1
56.0
5%
33.0
MIN
12.0
RANGE
85.0
IQR
19.0
STD
15.0
VAR
226
KURT.
0.452
SKEW
-0.811
SUM
1.2M
55
movement_sprint_speed
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
86
(<1%)
ZEROES:
---
MAX
96.0
95%
85.0
Q3
75.0
MEDIAN
67.0
AVG
64.4
Q1
57.0
5%
34.0
MIN
11.0
RANGE
85.0
IQR
18.0
STD
14.8
VAR
220
KURT.
0.571
SKEW
-0.849
SUM
1.2M
56
movement_agility
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
83
(<1%)
ZEROES:
---
MAX
96.0
95%
84.0
Q3
74.0
MEDIAN
66.0
AVG
63.5
Q1
55.0
5%
34.0
MIN
11.0
RANGE
85.0
IQR
19.0
STD
14.8
VAR
219
KURT.
-0.018
SKEW
-0.635
SUM
1.2M
57
movement_reactions
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
72
(<1%)
ZEROES:
---
MAX
96.0
95%
76.0
Q3
68.0
MEDIAN
62.0
AVG
61.8
Q1
56.0
5%
47.0
MIN
21.0
RANGE
75.0
IQR
12.0
STD
9.14
VAR
83.5
KURT.
0.156
SKEW
-0.135
SUM
1.1M
58
movement_balance
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
81
(<1%)
ZEROES:
---
MAX
97.0
95%
84.0
Q3
74.0
MEDIAN
66.0
AVG
63.9
Q1
56.0
5%
36.0
MIN
12.0
RANGE
85.0
IQR
18.0
STD
14.2
VAR
202
KURT.
0.077
SKEW
-0.592
SUM
1.2M
59
power_shot_power
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
80
(<1%)
ZEROES:
---
MAX
95.0
95%
78.0
Q3
68.0
MEDIAN
59.0
AVG
58.2
Q1
48.0
5%
35.0
MIN
14.0
RANGE
81.0
IQR
20.0
STD
13.3
VAR
178
KURT.
-0.487
SKEW
-0.271
SUM
1.1M
60
power_jumping
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
74
(<1%)
ZEROES:
---
MAX
95.0
95%
83.0
Q3
73.0
MEDIAN
66.0
AVG
64.9
Q1
58.0
5%
43.0
MIN
19.0
RANGE
76.0
IQR
15.0
STD
11.9
VAR
142
KURT.
0.289
SKEW
-0.451
SUM
1.2M
61
power_stamina
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
86
(<1%)
ZEROES:
---
MAX
97.0
95%
84.0
Q3
74.0
MEDIAN
66.0
AVG
62.9
Q1
56.0
5%
28.0
MIN
12.0
RANGE
85.0
IQR
18.0
STD
16.0
VAR
257
KURT.
0.406
SKEW
-0.887
SUM
1.1M
62
power_strength
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
75
(<1%)
ZEROES:
---
MAX
97.0
95%
84.0
Q3
74.0
MEDIAN
66.0
AVG
65.2
Q1
58.0
5%
42.0
MIN
20.0
RANGE
77.0
IQR
16.0
STD
12.5
VAR
157
KURT.
0.061
SKEW
-0.444
SUM
1.2M
63
power_long_shots
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
90
(<1%)
ZEROES:
---
MAX
94.0
95%
73.0
Q3
62.0
MEDIAN
51.0
AVG
46.8
Q1
32.0
5%
12.0
MIN
4.0
RANGE
90.0
IQR
30.0
STD
19.3
VAR
373
KURT.
-0.818
SKEW
-0.428
SUM
856k
64
mentality_aggression
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
87
(<1%)
ZEROES:
---
MAX
95.0
95%
80.0
Q3
69.0
MEDIAN
58.0
AVG
55.7
Q1
44.0
5%
24.0
MIN
9.0
RANGE
86.0
IQR
25.0
STD
17.3
VAR
300
KURT.
-0.612
SKEW
-0.425
SUM
1.0M
65
mentality_interceptions
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
89
(<1%)
ZEROES:
---
MAX
92.0
95%
74.0
Q3
64.0
MEDIAN
52.0
AVG
46.4
Q1
25.0
5%
13.0
MIN
3.0
RANGE
89.0
IQR
39.0
STD
20.8
VAR
432
KURT.
-1.27
SKEW
-0.266
SUM
848k
66
mentality_positioning
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
94
(<1%)
ZEROES:
---
MAX
95.0
95%
75.0
Q3
64.0
MEDIAN
55.0
AVG
50.1
Q1
39.0
5%
10.0
MIN
2.0
RANGE
93.0
IQR
25.0
STD
19.6
VAR
384
KURT.
-0.341
SKEW
-0.750
SUM
915k
67
mentality_vision
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
85
(<1%)
ZEROES:
---
MAX
94.0
95%
74.0
Q3
64.0
MEDIAN
55.0
AVG
53.6
Q1
44.0
5%
29.0
MIN
9.0
RANGE
85.0
IQR
20.0
STD
14.0
VAR
195
KURT.
-0.355
SKEW
-0.358
SUM
980k
68
mentality_penalties
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
86
(<1%)
ZEROES:
---
MAX
92.0
95%
72.0
Q3
60.0
MEDIAN
49.0
AVG
48.4
Q1
39.0
5%
18.0
MIN
7.0
RANGE
85.0
IQR
21.0
STD
15.7
VAR
247
KURT.
-0.313
SKEW
-0.360
SUM
884k
69
mentality_composure
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
85
(<1%)
ZEROES:
---
MAX
96.0
95%
76.0
Q3
67.0
MEDIAN
60.0
AVG
58.5
Q1
51.0
5%
37.0
MIN
12.0
RANGE
84.0
IQR
16.0
STD
11.9
VAR
141
KURT.
0.326
SKEW
-0.464
SUM
1.1M
70
defending_marking
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
92
(<1%)
ZEROES:
---
MAX
94.0
95%
74.0
Q3
64.0
MEDIAN
52.0
AVG
46.8
Q1
29.0
5%
12.0
MIN
1.0
RANGE
93.0
IQR
35.0
STD
20.1
VAR
404
KURT.
-1.10
SKEW
-0.346
SUM
856k
71
defending_standing_tackle
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
88
(<1%)
ZEROES:
---
MAX
92.0
95%
75.0
Q3
66.0
MEDIAN
55.0
AVG
47.6
Q1
27.0
5%
13.0
MIN
5.0
RANGE
87.0
IQR
39.0
STD
21.6
VAR
466
KURT.
-1.30
SKEW
-0.343
SUM
871k
72
defending_sliding_tackle
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
88
(<1%)
ZEROES:
---
MAX
90.0
95%
74.0
Q3
64.0
MEDIAN
52.0
AVG
45.6
Q1
24.0
5%
12.0
MIN
3.0
RANGE
87.0
IQR
40.0
STD
21.2
VAR
450
KURT.
-1.35
SKEW
-0.274
SUM
834k
73
goalkeeping_diving
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
73
(<1%)
ZEROES:
---
MAX
90.0
95%
66.0
Q3
14.0
AVG
16.6
MEDIAN
11.0
Q1
8.0
5%
6.0
MIN
1.0
RANGE
89.0
IQR
6.00
STD
17.7
VAR
315
KURT.
4.45
SKEW
2.44
SUM
303k
74
goalkeeping_handling
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
71
(<1%)
ZEROES:
---
MAX
92.0
95%
64.0
Q3
14.0
AVG
16.4
MEDIAN
11.0
Q1
8.0
5%
6.0
MIN
1.0
RANGE
91.0
IQR
6.00
STD
17.0
VAR
289
KURT.
4.40
SKEW
2.43
SUM
299k
75
goalkeeping_kicking
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
81
(<1%)
ZEROES:
---
MAX
93.0
95%
62.0
Q3
14.0
AVG
16.2
MEDIAN
11.0
Q1
8.0
5%
6.0
MIN
1.0
RANGE
92.0
IQR
6.00
STD
16.6
VAR
276
KURT.
4.46
SKEW
2.43
SUM
296k
76
goalkeeping_positioning
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
76
(<1%)
ZEROES:
---
MAX
91.0
95%
65.0
Q3
14.0
AVG
16.4
MEDIAN
11.0
Q1
8.0
5%
6.0
MIN
1.0
RANGE
90.0
IQR
6.00
STD
17.1
VAR
294
KURT.
4.59
SKEW
2.46
SUM
299k
77
goalkeeping_reflexes
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
75
(<1%)
ZEROES:
---
MAX
92.0
95%
67.0
Q3
14.0
AVG
16.7
MEDIAN
11.0
Q1
8.0
5%
6.0
MIN
1.0
RANGE
91.0
IQR
6.00
STD
18.0
VAR
325
KURT.
4.52
SKEW
2.46
SUM
305k
78
ls
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
61
(<1%)
ZEROES:
2,036
(11%)
MAX
91.0
95%
72.0
Q3
64.0
MEDIAN
57.0
AVG
51.4
Q1
48.0
5%
0.0
MIN
0.0
RANGE
91.0
IQR
16.0
STD
20.1
VAR
406
KURT.
1.93
SKEW
-1.66
SUM
939k
79
st
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
61
(<1%)
ZEROES:
2,036
(11%)
MAX
91.0
95%
72.0
Q3
64.0
MEDIAN
57.0
AVG
51.4
Q1
48.0
5%
0.0
MIN
0.0
RANGE
91.0
IQR
16.0
STD
20.1
VAR
406
KURT.
1.93
SKEW
-1.66
SUM
939k
80
rs
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
61
(<1%)
ZEROES:
2,036
(11%)
MAX
91.0
95%
72.0
Q3
64.0
MEDIAN
57.0
AVG
51.4
Q1
48.0
5%
0.0
MIN
0.0
RANGE
91.0
IQR
16.0
STD
20.1
VAR
406
KURT.
1.93
SKEW
-1.66
SUM
939k
81
lw
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
67
(<1%)
ZEROES:
2,036
(11%)
MAX
93.0
95%
73.0
Q3
65.0
MEDIAN
59.0
AVG
52.5
Q1
49.0
5%
0.0
MIN
0.0
RANGE
93.0
IQR
16.0
STD
20.8
VAR
432
KURT.
1.75
SKEW
-1.62
SUM
960k
82
lf
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
66
(<1%)
ZEROES:
2,036
(11%)
MAX
93.0
95%
73.0
Q3
65.0
MEDIAN
58.0
AVG
52.2
Q1
49.0
5%
0.0
MIN
0.0
RANGE
93.0
IQR
16.0
STD
20.7
VAR
428
KURT.
1.75
SKEW
-1.61
SUM
955k
83
cf
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
66
(<1%)
ZEROES:
2,036
(11%)
MAX
93.0
95%
73.0
Q3
65.0
MEDIAN
58.0
AVG
52.2
Q1
49.0
5%
0.0
MIN
0.0
RANGE
93.0
IQR
16.0
STD
20.7
VAR
428
KURT.
1.75
SKEW
-1.61
SUM
955k
84
rf
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
66
(<1%)
ZEROES:
2,036
(11%)
MAX
93.0
95%
73.0
Q3
65.0
MEDIAN
58.0
AVG
52.2
Q1
49.0
5%
0.0
MIN
0.0
RANGE
93.0
IQR
16.0
STD
20.7
VAR
428
KURT.
1.75
SKEW
-1.61
SUM
955k
85
rw
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
67
(<1%)
ZEROES:
2,036
(11%)
MAX
93.0
95%
73.0
Q3
65.0
MEDIAN
59.0
AVG
52.5
Q1
49.0
5%
0.0
MIN
0.0
RANGE
93.0
IQR
16.0
STD
20.8
VAR
432
KURT.
1.75
SKEW
-1.62
SUM
960k
86
lam
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
66
(<1%)
ZEROES:
2,036
(11%)
MAX
93.0
95%
73.0
Q3
65.0
MEDIAN
58.0
AVG
52.5
Q1
49.0
5%
0.0
MIN
0.0
RANGE
93.0
IQR
16.0
STD
20.7
VAR
429
KURT.
1.80
SKEW
-1.63
SUM
959k
87
cam
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
66
(<1%)
ZEROES:
2,036
(11%)
MAX
93.0
95%
73.0
Q3
65.0
MEDIAN
58.0
AVG
52.5
Q1
49.0
5%
0.0
MIN
0.0
RANGE
93.0
IQR
16.0
STD
20.7
VAR
429
KURT.
1.80
SKEW
-1.63
SUM
959k
88
ram
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
66
(<1%)
ZEROES:
2,036
(11%)
MAX
93.0
95%
73.0
Q3
65.0
MEDIAN
58.0
AVG
52.5
Q1
49.0
5%
0.0
MIN
0.0
RANGE
93.0
IQR
16.0
STD
20.7
VAR
429
KURT.
1.80
SKEW
-1.63
SUM
959k
89
lm
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
63
(<1%)
ZEROES:
2,036
(11%)
MAX
92.0
95%
73.0
Q3
65.0
MEDIAN
59.0
AVG
53.1
Q1
50.0
5%
0.0
MIN
0.0
RANGE
92.0
IQR
15.0
STD
20.7
VAR
429
KURT.
2.00
SKEW
-1.71
SUM
971k
90
lcm
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
57
(<1%)
ZEROES:
2,036
(11%)
MAX
87.0
95%
72.0
Q3
63.0
MEDIAN
57.0
AVG
51.8
Q1
49.0
5%
0.0
MIN
0.0
RANGE
87.0
IQR
14.0
STD
20.1
VAR
405
KURT.
2.08
SKEW
-1.71
SUM
946k
91
cm
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
57
(<1%)
ZEROES:
2,036
(11%)
MAX
87.0
95%
72.0
Q3
63.0
MEDIAN
57.0
AVG
51.8
Q1
49.0
5%
0.0
MIN
0.0
RANGE
87.0
IQR
14.0
STD
20.1
VAR
405
KURT.
2.08
SKEW
-1.71
SUM
946k
92
rcm
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
57
(<1%)
ZEROES:
2,036
(11%)
MAX
87.0
95%
72.0
Q3
63.0
MEDIAN
57.0
AVG
51.8
Q1
49.0
5%
0.0
MIN
0.0
RANGE
87.0
IQR
14.0
STD
20.1
VAR
405
KURT.
2.08
SKEW
-1.71
SUM
946k
93
rm
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
63
(<1%)
ZEROES:
2,036
(11%)
MAX
92.0
95%
73.0
Q3
65.0
MEDIAN
59.0
AVG
53.1
Q1
50.0
5%
0.0
MIN
0.0
RANGE
92.0
IQR
15.0
STD
20.7
VAR
429
KURT.
2.00
SKEW
-1.71
SUM
971k
94
lwb
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
57
(<1%)
ZEROES:
2,036
(11%)
MAX
85.0
95%
71.0
Q3
63.0
MEDIAN
56.0
AVG
51.0
Q1
48.0
5%
0.0
MIN
0.0
RANGE
85.0
IQR
15.0
STD
20.0
VAR
399
KURT.
1.95
SKEW
-1.66
SUM
932k
95
ldm
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
60
(<1%)
ZEROES:
2,036
(11%)
MAX
87.0
95%
72.0
Q3
63.0
MEDIAN
56.0
AVG
50.4
Q1
46.0
5%
0.0
MIN
0.0
RANGE
87.0
IQR
17.0
STD
20.3
VAR
410
KURT.
1.53
SKEW
-1.50
SUM
921k
96
cdm
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
60
(<1%)
ZEROES:
2,036
(11%)
MAX
87.0
95%
72.0
Q3
63.0
MEDIAN
56.0
AVG
50.4
Q1
46.0
5%
0.0
MIN
0.0
RANGE
87.0
IQR
17.0
STD
20.3
VAR
410
KURT.
1.53
SKEW
-1.50
SUM
921k
97
rdm
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
60
(<1%)
ZEROES:
2,036
(11%)
MAX
87.0
95%
72.0
Q3
63.0
MEDIAN
56.0
AVG
50.4
Q1
46.0
5%
0.0
MIN
0.0
RANGE
87.0
IQR
17.0
STD
20.3
VAR
410
KURT.
1.53
SKEW
-1.50
SUM
921k
98
rwb
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
57
(<1%)
ZEROES:
2,036
(11%)
MAX
85.0
95%
71.0
Q3
63.0
MEDIAN
56.0
AVG
51.0
Q1
48.0
5%
0.0
MIN
0.0
RANGE
85.0
IQR
15.0
STD
20.0
VAR
399
KURT.
1.95
SKEW
-1.66
SUM
932k
99
lb
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
56
(<1%)
ZEROES:
2,036
(11%)
MAX
84.0
95%
71.0
Q3
63.0
MEDIAN
56.0
AVG
50.4
Q1
46.0
5%
0.0
MIN
0.0
RANGE
84.0
IQR
17.0
STD
20.0
VAR
400
KURT.
1.71
SKEW
-1.58
SUM
920k
100
lcb
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
63
(<1%)
ZEROES:
2,036
(11%)
MAX
87.0
95%
72.0
Q3
64.0
MEDIAN
55.0
AVG
49.3
Q1
42.0
5%
0.0
MIN
0.0
RANGE
87.0
IQR
22.0
STD
20.7
VAR
428
KURT.
0.913
SKEW
-1.26
SUM
901k
101
cb
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
63
(<1%)
ZEROES:
2,036
(11%)
MAX
87.0
95%
72.0
Q3
64.0
MEDIAN
55.0
AVG
49.3
Q1
42.0
5%
0.0
MIN
0.0
RANGE
87.0
IQR
22.0
STD
20.7
VAR
428
KURT.
0.913
SKEW
-1.26
SUM
901k
102
rcb
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
63
(<1%)
ZEROES:
2,036
(11%)
MAX
87.0
95%
72.0
Q3
64.0
MEDIAN
55.0
AVG
49.3
Q1
42.0
5%
0.0
MIN
0.0
RANGE
87.0
IQR
22.0
STD
20.7
VAR
428
KURT.
0.913
SKEW
-1.26
SUM
901k
103
rb
VALUES:
18,278
(100%)
MISSING:
---
DISTINCT:
56
(<1%)
ZEROES:
2,036
(11%)
MAX
84.0
95%
71.0
Q3
63.0
MEDIAN
56.0
AVG
50.4
Q1
46.0
5%
0.0
MIN
0.0
RANGE
84.0
IQR
17.0
STD
20.0
VAR
400
KURT.
1.71
SKEW
-1.58
SUM
920k
Associations
[Only including dataset "DataFrame"]
Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
Associations
[Only including dataset "None"]
Squares are categorical associations (uncertainty coefficient & correlation ratio) from 0 to 1. The uncertainty coefficient is assymmetrical, (i.e. ROW LABEL values indicate how much they PROVIDE INFORMATION to each LABEL at the TOP).

Circles are the symmetrical numerical correlations (Pearson's) from -1 to 1. The trivial diagonal is intentionally left blank for clarity.
sofifa_id
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

age
-0.74
overall
-0.45
movement_reactions
-0.44
mentality_composure
-0.39
physic
-0.34
passing
-0.33
power_shot_power
-0.28
power_strength
-0.28
shooting
-0.25
mentality_aggression
-0.23
mentality_vision
-0.23
wage_eur
-0.23
defending
-0.21
weight_kg
-0.20

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

international_reputation
0.38
team_position
0.29
nation_position
0.29
real_face
0.26
skill_moves
0.19
contract_valid_until
0.18
body_type
0.15
work_rate
0.14
weak_foot
0.12
preferred_foot
0.01
MOST FREQUENT VALUES

158023
1
<0.1%
247213
1
<0.1%
237712
1
<0.1%
235633
1
<0.1%
252324
1
<0.1%
248573
1
<0.1%
247870
1
<0.1%
247328
1
<0.1%
246666
1
<0.1%
240245
1
<0.1%
246416
1
<0.1%
246099
1
<0.1%
244024
1
<0.1%
242914
1
<0.1%
242752
1
<0.1%
SMALLEST VALUES

768
1
<0.1%
1179
1
<0.1%
2147
1
<0.1%
2335
1
<0.1%
2702
1
<0.1%
3281
1
<0.1%
3467
1
<0.1%
5479
1
<0.1%
7647
1
<0.1%
10466
1
<0.1%
10899
1
<0.1%
11381
1
<0.1%
11430
1
<0.1%
11811
1
<0.1%
12940
1
<0.1%
LARGEST VALUES

252905
1
<0.1%
252904
1
<0.1%
252903
1
<0.1%
252901
1
<0.1%
252900
1
<0.1%
252899
1
<0.1%
252898
1
<0.1%
252893
1
<0.1%
252892
1
<0.1%
252891
1
<0.1%
252890
1
<0.1%
252889
1
<0.1%
252888
1
<0.1%
252887
1
<0.1%
252886
1
<0.1%
player_url
MISSING:
---
1
<1%
-
-
https://sofifa.com/player/158023/lionel-messi/20/159586
1
<1%
-
-
https://sofifa.com/player/247213/sibiry-keita/20/159586
1
<1%
-
-
https://sofifa.com/player/237712/valentin-castellanos/20/159586
1
<1%
-
-
https://sofifa.com/player/235633/yehvann-diouf/20/159586
1
<1%
-
-
https://sofifa.com/player/252324/rodrigo-riquelme-reche/20/159586
1
<1%
-
-
https://sofifa.com/player/248573/eric-junior-dina-ebimbe/20/159586
1
<1%
-
-
https://sofifa.com/player/247870/nail-umyarov/20/159586
1
<1%
-
-
https://sofifa.com/player/247328/unai-vencedor-paris/20/159586
1
<1%
-
-
https://sofifa.com/player/246666/noah-katterbach/20/159586
1
<1%
-
-
https://sofifa.com/player/240245/luis-ureta/20/159586
1
<1%
-
-
https://sofifa.com/player/246416/leon-dajaku/20/159586
1
<1%
-
-
https://sofifa.com/player/246099/kenzo-goudmijn/20/159586
1
<1%
-
-
https://sofifa.com/player/244024/oliver-batista-meier/20/159586
1
<1%
-
-
https://sofifa.com/player/242914/keito-nakamura/20/159586
1
<1%
-
-
https://sofifa.com/player/242752/nathan-ferguson/20/159586
1
<1%
-
-
https://sofifa.com/player/240334/zech-medley/20/159586
1
<1%
-
-
https://sofifa.com/player/238662/tymoteusz-puchacz/20/159586
1
<1%
-
-
https://sofifa.com/player/240550/oguz-kagan-guctekin/20/159586
1
<1%
-
-
https://sofifa.com/player/239631/danny-loader/20/159586
1
<1%
-
-
https://sofifa.com/player/248266/sacha-boey/20/159586
1
<1%
-
-
https://sofifa.com/player/242332/gianluca-busio/20/159586
1
<1%
-
-
https://sofifa.com/player/242187/christoph-baumgartner/20/159586
1
<1%
-
-
https://sofifa.com/player/240809/arda-akbulut/20/159586
1
<1%
-
-
https://sofifa.com/player/240583/charlie-lakin/20/159586
1
<1%
-
-
https://sofifa.com/player/238235/hugo-vegard-vetlesen/20/159586
1
<1%
-
-
https://sofifa.com/player/237704/joao-manuel-neves-virginia/20/159586
1
<1%
-
-
https://sofifa.com/player/248171/davide-bettella/20/159586
1
<1%
-
-
https://sofifa.com/player/241036/george-marsh/20/159586
1
<1%
-
-
https://sofifa.com/player/246996/levan-kharabadze/20/159586
1
<1%
-
-
https://sofifa.com/player/244067/maxence-lacroix/20/159586
1
<1%
-
-
https://sofifa.com/player/243527/fabrizio-caligara/20/159586
1
<1%
-
-
https://sofifa.com/player/242604/tymoteusz-klups/20/159586
1
<1%
-
-
https://sofifa.com/player/241736/yann-aurel-bisseck/20/159586
1
<1%
-
-
https://sofifa.com/player/241037/jack-roles/20/159586
1
<1%
-
-
https://sofifa.com/player/240123/luca-plogmann/20/159586
1
<1%
-
-
https://sofifa.com/player/251517/josko-gvardiol/20/159586
1
<1%
-
-
https://sofifa.com/player/247883/saul-torres/20/159586
1
<1%
-
-
https://sofifa.com/player/248780/joris-chougrani/20/159586
1
<1%
-
-
https://sofifa.com/player/251638/razvan-tincu/20/159586
1
<1%
-
-
https://sofifa.com/player/251047/livai-mihai/20/159586
1
<1%
-
-
https://sofifa.com/player/251012/kilian-delgado/20/159586
1
<1%
-
-
https://sofifa.com/player/250894/youssef-fouzai/20/159586
1
<1%
-
-
https://sofifa.com/player/250869/alexandre-vardin/20/159586
1
<1%
-
-
https://sofifa.com/player/250767/mychell-ruan-da-silva-chagas/20/159586
1
<1%
-
-
https://sofifa.com/player/248778/aurelien-tertereau/20/159586
1
<1%
-
-
https://sofifa.com/player/251742/gajodara-chatterjee/20/159586
1
<1%
-
-
https://sofifa.com/player/248758/anthony-soubervie/20/159586
1
<1%
-
-
https://sofifa.com/player/248757/judicael-crillon/20/159586
1
<1%
-
-
https://sofifa.com/player/248702/juan-castro/20/159586
1
<1%
-
-
https://sofifa.com/player/248007/andrei-patache/20/159586
1
<1%
-
-
https://sofifa.com/player/247967/sorin-busu/20/159586
1
<1%
-
-
https://sofifa.com/player/247944/catalin-straton/20/159586
1
<1%
-
-
https://sofifa.com/player/251650/pablo-cortizo/20/159586
1
<1%
-
-
https://sofifa.com/player/252159/pablo-bueno/20/159586
1
<1%
-
-
https://sofifa.com/player/251147/atakan-gunduz/20/159586
1
<1%
-
-
https://sofifa.com/player/242879/maarten-vandevoordt/20/159586
1
<1%
-
-
https://sofifa.com/player/247122/danylo-sikan/20/159586
1
<1%
-
-
https://sofifa.com/player/246594/han-noah-massengo/20/159586
1
<1%
-
-
https://sofifa.com/player/246169/roberto-lopez-alcaide/20/159586
1
<1%
-
-
https://sofifa.com/player/246047/andres-perea/20/159586
18,218
>99%
-
-
(Other)
short_name
MISSING:
---
11
<1%
-
-
J. Rodríguez
9
<1%
-
-
Paulinho
8
<1%
-
-
J. García
7
<1%
-
-
J. Williams
7
<1%
-
-
J. Hernández
6
<1%
-
-
J. Gómez
6
<1%
-
-
J. Clarke
6
<1%
-
-
J. Jones
6
<1%
-
-
R. González
5
<1%
-
-
M. Pedersen
5
<1%
-
-
L. López
5
<1%
-
-
J. Brown
5
<1%
-
-
Bruno
5
<1%
-
-
M. López
5
<1%
-
-
M. Smith
5
<1%
-
-
J. López
5
<1%
-
-
R. Williams
5
<1%
-
-
J. Sánchez
5
<1%
-
-
J. Pérez
5
<1%
-
-
J. González
5
<1%
-
-
J. Valencia
5
<1%
-
-
M. Gómez
5
<1%
-
-
J. Martínez
4
<1%
-
-
Y. Suzuki
4
<1%
-
-
M. Rodríguez
4
<1%
-
-
M. Andersen
4
<1%
-
-
F. Rodríguez
4
<1%
-
-
M. Camara
4
<1%
-
-
D. González
4
<1%
-
-
M. Sylla
4
<1%
-
-
G. Rodríguez
4
<1%
-
-
L. Martínez
4
<1%
-
-
M. Sarr
4
<1%
-
-
T. Müller
4
<1%
-
-
L. Kelly
4
<1%
-
-
J. Murphy
4
<1%
-
-
Fernando
4
<1%
-
-
D. Rodríguez
4
<1%
-
-
E. Hernández
4
<1%
-
-
D. Moreno
4
<1%
-
-
J. Wright
4
<1%
-
-
J. Correa
4
<1%
-
-
Gabriel
4
<1%
-
-
Felipe
4
<1%
-
-
Danilo
3
<1%
-
-
M. Fernández
3
<1%
-
-
M. Çelik
3
<1%
-
-
K. Nakamura
3
<1%
-
-
C. Evans
3
<1%
-
-
A. Turan
3
<1%
-
-
A. Mosquera
3
<1%
-
-
S. Moore
3
<1%
-
-
J. Corona
3
<1%
-
-
R. Salinas
3
<1%
-
-
Sergio
3
<1%
-
-
R. López
3
<1%
-
-
L. Rodríguez
3
<1%
-
-
C. Gutiérrez
3
<1%
-
-
M. Langer
3
<1%
-
-
A. Rodríguez
18,009
99%
-
-
(Other)
long_name
MISSING:
---
3
<1%
-
-
Liam Kelly
2
<1%
-
-
Mathias Jørgensen
2
<1%
-
-
Tommy Smith
2
<1%
-
-
Luke McCormick
2
<1%
-
-
Michael Smith
2
<1%
-
-
Daniel Jones
2
<1%
-
-
Mihai Roman
2
<1%
-
-
이재성 李在成
2
<1%
-
-
Ladislav Krejčí
2
<1%
-
-
Greg Taylor
2
<1%
-
-
Lisandro López
2
<1%
-
-
Milan Đurić
2
<1%
-
-
Patrick Herrmann
2
<1%
-
-
Moussa Sylla
2
<1%
-
-
Danny Ward
2
<1%
-
-
李帅
2
<1%
-
-
Reece James
2
<1%
-
-
Michael Kelly
2
<1%
-
-
Tom Davies
2
<1%
-
-
Ben Davies
2
<1%
-
-
Juan Hernández García
2
<1%
-
-
Liam Walsh
2
<1%
-
-
Maximilian Bauer
2
<1%
-
-
Danny Rose
2
<1%
-
-
Michael López
2
<1%
-
-
Adama Traoré
2
<1%
-
-
Per Karlsson
2
<1%
-
-
Michael O'Connor
2
<1%
-
-
Scott Brown
2
<1%
-
-
Tobias Müller
2
<1%
-
-
Rodrigo González
2
<1%
-
-
Joe Walsh
2
<1%
-
-
Jordan Graham
2
<1%
-
-
Andrei Cristea
2
<1%
-
-
Patrick Schmidt
2
<1%
-
-
Nathan Ferguson
2
<1%
-
-
Joe Riley
2
<1%
-
-
Nicolás Fernández
2
<1%
-
-
Ethan Ross
2
<1%
-
-
James Clarke
2
<1%
-
-
Adam Smith
2
<1%
-
-
Boubacar Fofana
2
<1%
-
-
Michael Rose
2
<1%
-
-
Stefan Bajic
2
<1%
-
-
James Wilson
2
<1%
-
-
Jake Cooper
2
<1%
-
-
Jesús Angulo
2
<1%
-
-
Jack Clarke
2
<1%
-
-
Ryan Edwards
2
<1%
-
-
Richard Sánchez
2
<1%
-
-
Joe Wright
2
<1%
-
-
Michał Nalepa
2
<1%
-
-
Ross Stewart
2
<1%
-
-
Abdulaziz Majrashi
2
<1%
-
-
Javier López Rodríguez
2
<1%
-
-
Aleksandar Jovanović
2
<1%
-
-
Lasse Nielsen
2
<1%
-
-
松田 陸
2
<1%
-
-
刘洋
1
<1%
-
-
Livai Mihai
18,158
>99%
-
-
(Other)
age
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

sofifa_id
-0.74
overall
0.46
movement_reactions
0.46
physic
0.40
mentality_composure
0.37
power_strength
0.34
passing
0.31
potential
-0.26
power_shot_power
0.26
mentality_aggression
0.26
defending
0.24
weight_kg
0.24
team_jersey_number
-0.23
nation_jersey_number
-0.23

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

nation_position
0.37
team_position
0.36
international_reputation
0.28
body_type
0.21
contract_valid_until
0.16
work_rate
0.16
real_face
0.16
skill_moves
0.14
weak_foot
0.11
preferred_foot
0.01
MOST FREQUENT VALUES

22
1,446
7.9%
21
1,375
7.5%
23
1,358
7.4%
27
1,324
7.2%
25
1,319
7.2%
24
1,296
7.1%
26
1,270
6.9%
20
1,247
6.8%
28
1,086
5.9%
19
1,011
5.5%
29
999
5.5%
30
883
4.8%
31
807
4.4%
18
640
3.5%
32
597
3.3%
SMALLEST VALUES

16
12
<0.1%
17
229
1.3%
18
640
3.5%
19
1,011
5.5%
20
1,247
6.8%
21
1,375
7.5%
22
1,446
7.9%
23
1,358
7.4%
24
1,296
7.1%
25
1,319
7.2%
26
1,270
6.9%
27
1,324
7.2%
28
1,086
5.9%
29
999
5.5%
30
883
4.8%
LARGEST VALUES

42
2
<0.1%
41
4
<0.1%
40
13
<0.1%
39
20
0.1%
38
42
0.2%
37
81
0.4%
36
131
0.7%
35
310
1.7%
34
301
1.6%
33
475
2.6%
32
597
3.3%
31
807
4.4%
30
883
4.8%
29
999
5.5%
28
1,086
5.9%
dob
MISSING:
---
113
<1%
-
-
1992-02-29
111
<1%
-
-
1984-02-29
110
<1%
-
-
1988-02-29
15
<1%
-
-
1997-01-01
13
<1%
-
-
2001-01-01
11
<1%
-
-
1995-04-19
11
<1%
-
-
1991-01-08
11
<1%
-
-
1997-04-09
11
<1%
-
-
1997-03-16
11
<1%
-
-
1990-03-27
11
<1%
-
-
1994-09-08
11
<1%
-
-
1993-01-15
11
<1%
-
-
1996-11-11
11
<1%
-
-
1993-03-05
10
<1%
-
-
1995-01-20
10
<1%
-
-
1996-07-07
10
<1%
-
-
1993-03-16
10
<1%
-
-
1998-01-04
10
<1%
-
-
1999-01-05
10
<1%
-
-
1989-01-07
10
<1%
-
-
1997-03-18
10
<1%
-
-
1993-02-07
10
<1%
-
-
1997-01-18
10
<1%
-
-
1998-01-01
10
<1%
-
-
1993-02-03
10
<1%
-
-
1996-02-24
10
<1%
-
-
1993-06-02
10
<1%
-
-
1992-03-25
10
<1%
-
-
1998-01-17
10
<1%
-
-
1995-03-24
10
<1%
-
-
1994-05-06
10
<1%
-
-
1996-01-01
10
<1%
-
-
1994-03-20
10
<1%
-
-
1998-03-16
10
<1%
-
-
1993-09-17
10
<1%
-
-
2000-03-07
9
<1%
-
-
1999-03-08
9
<1%
-
-
2000-02-02
9
<1%
-
-
1996-01-19
9
<1%
-
-
1997-05-23
9
<1%
-
-
1991-03-08
9
<1%
-
-
2000-02-22
9
<1%
-
-
1999-02-25
9
<1%
-
-
1997-03-28
9
<1%
-
-
1993-05-25
9
<1%
-
-
1993-01-19
9
<1%
-
-
1994-04-25
9
<1%
-
-
1997-01-06
9
<1%
-
-
1994-01-12
9
<1%
-
-
1992-03-21
9
<1%
-
-
1999-01-21
9
<1%
-
-
1998-05-02
9
<1%
-
-
1995-02-05
9
<1%
-
-
1995-02-09
9
<1%
-
-
1993-02-12
9
<1%
-
-
1999-03-18
9
<1%
-
-
1997-01-09
9
<1%
-
-
1997-04-18
9
<1%
-
-
1998-01-12
9
<1%
-
-
1995-05-06
17,381
95%
-
-
(Other)
height_cm
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

movement_balance
-0.79
weight_kg
0.77
movement_agility
-0.63
movement_acceleration
-0.56
power_strength
0.54
skill_dribbling
-0.50
attacking_crossing
-0.50
lw
-0.48
rw
-0.48
movement_sprint_speed
-0.47
lm
-0.47
rm
-0.47
lam
-0.46
cam
-0.46

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.45
team_position
0.38
nation_position
0.38
work_rate
0.26
weak_foot
0.18
body_type
0.08
preferred_foot
0.08
contract_valid_until
0.06
international_reputation
0.04
real_face
0.03
MOST FREQUENT VALUES

180
1,468
8.0%
178
1,213
6.6%
185
1,193
6.5%
183
1,160
6.3%
175
990
5.4%
188
904
4.9%
182
833
4.6%
184
820
4.5%
186
774
4.2%
177
722
4.0%
181
704
3.9%
187
682
3.7%
176
669
3.7%
179
641
3.5%
190
585
3.2%
SMALLEST VALUES

156
1
<0.1%
157
1
<0.1%
158
3
<0.1%
159
3
<0.1%
160
3
<0.1%
161
5
<0.1%
162
12
<0.1%
163
29
0.2%
164
21
0.1%
165
68
0.4%
166
60
0.3%
167
102
0.6%
168
195
1.1%
169
149
0.8%
170
455
2.5%
LARGEST VALUES

205
1
<0.1%
203
6
<0.1%
202
4
<0.1%
201
11
<0.1%
200
10
<0.1%
199
14
<0.1%
198
35
0.2%
197
51
0.3%
196
139
0.8%
195
136
0.7%
194
173
0.9%
193
316
1.7%
192
290
1.6%
191
464
2.5%
190
585
3.2%
weight_kg
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

height_cm
0.77
movement_balance
-0.67
power_strength
0.61
movement_agility
-0.55
physic
0.53
movement_acceleration
-0.49
movement_sprint_speed
-0.42
skill_dribbling
-0.42
attacking_crossing
-0.40
lw
-0.40
rw
-0.40
lm
-0.39
rm
-0.39
lam
-0.38

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.38
team_position
0.36
nation_position
0.36
body_type
0.31
work_rate
0.21
weak_foot
0.14
international_reputation
0.10
preferred_foot
0.08
real_face
0.07
contract_valid_until
0.05
MOST FREQUENT VALUES

70
1,455
8.0%
75
1,410
7.7%
80
1,060
5.8%
78
1,005
5.5%
72
983
5.4%
73
948
5.2%
74
890
4.9%
77
880
4.8%
76
860
4.7%
68
707
3.9%
79
659
3.6%
71
612
3.3%
82
584
3.2%
83
532
2.9%
69
524
2.9%
SMALLEST VALUES

50
1
<0.1%
52
2
<0.1%
53
2
<0.1%
54
6
<0.1%
55
6
<0.1%
56
13
<0.1%
57
15
<0.1%
58
35
0.2%
59
36
0.2%
60
142
0.8%
61
81
0.4%
62
157
0.9%
63
207
1.1%
64
297
1.6%
65
488
2.7%
LARGEST VALUES

110
1
<0.1%
107
1
<0.1%
104
2
<0.1%
103
3
<0.1%
102
3
<0.1%
101
4
<0.1%
100
2
<0.1%
99
3
<0.1%
98
10
<0.1%
97
12
<0.1%
96
21
0.1%
95
29
0.2%
94
42
0.2%
93
54
0.3%
92
81
0.4%
nationality
MISSING:
---
1,667
9%
-
-
England
1,216
7%
-
-
Germany
1,035
6%
-
-
Spain
984
5%
-
-
France
886
5%
-
-
Argentina
824
5%
-
-
Brazil
732
4%
-
-
Italy
591
3%
-
-
Colombia
453
2%
-
-
Japan
416
2%
-
-
Netherlands
373
2%
-
-
China PR
370
2%
-
-
Chile
358
2%
-
-
Sweden
350
2%
-
-
Norway
348
2%
-
-
Republic of Ireland
347
2%
-
-
United States
345
2%
-
-
Denmark
344
2%
-
-
Portugal
340
2%
-
-
Mexico
324
2%
-
-
Poland
322
2%
-
-
Korea Republic
319
2%
-
-
Austria
310
2%
-
-
Saudi Arabia
294
2%
-
-
Turkey
287
2%
-
-
Romania
277
2%
-
-
Scotland
268
1%
-
-
Belgium
229
1%
-
-
Switzerland
196
1%
-
-
Australia
164
<1%
-
-
Uruguay
139
<1%
-
-
Serbia
130
<1%
-
-
Ghana
127
<1%
-
-
Senegal
126
<1%
-
-
Croatia
126
<1%
-
-
Nigeria
117
<1%
-
-
Wales
105
<1%
-
-
Ivory Coast
102
<1%
-
-
Czech Republic
96
<1%
-
-
Greece
94
<1%
-
-
Morocco
81
<1%
-
-
Northern Ireland
81
<1%
-
-
Russia
80
<1%
-
-
Paraguay
78
<1%
-
-
Cameroon
72
<1%
-
-
South Africa
72
<1%
-
-
Finland
69
<1%
-
-
Ukraine
66
<1%
-
-
Bosnia Herzegovina
66
<1%
-
-
Venezuela
61
<1%
-
-
Slovenia
61
<1%
-
-
Canada
55
<1%
-
-
Mali
54
<1%
-
-
Slovakia
54
<1%
-
-
DR Congo
53
<1%
-
-
Ecuador
50
<1%
-
-
Algeria
46
<1%
-
-
Iceland
43
<1%
-
-
Albania
41
<1%
-
-
Bulgaria
40
<1%
-
-
Kosovo
924
5%
-
-
(Other)
club
MISSING:
---
33
<1%
-
-
FC Barcelona
33
<1%
-
-
Real Valladolid CF
33
<1%
-
-
VfL Wolfsburg
33
<1%
-
-
Crystal Palace
33
<1%
-
-
Eintracht Frankfurt
33
<1%
-
-
Hertha BSC
33
<1%
-
-
Leicester City
33
<1%
-
-
AS Monaco
33
<1%
-
-
SC Paderborn 07
33
<1%
-
-
Sevilla FC
33
<1%
-
-
Athletic Club de Bilbao
33
<1%
-
-
Deportivo Alavés
33
<1%
-
-
Juventus
33
<1%
-
-
Udinese
33
<1%
-
-
Watford
33
<1%
-
-
Bournemouth
33
<1%
-
-
Lecce
33
<1%
-
-
Borussia Mönchengladbach
33
<1%
-
-
FC Nantes
33
<1%
-
-
Newcastle United
33
<1%
-
-
Brighton & Hove Albion
33
<1%
-
-
Aston Villa
33
<1%
-
-
Norwich City
33
<1%
-
-
Sheffield United
33
<1%
-
-
Southampton
33
<1%
-
-
Burnley
33
<1%
-
-
1. FC Union Berlin
33
<1%
-
-
Hellas Verona
33
<1%
-
-
Fortuna Düsseldorf
33
<1%
-
-
Parma
33
<1%
-
-
CD Leganés
33
<1%
-
-
FC Augsburg
33
<1%
-
-
Everton
33
<1%
-
-
1. FSV Mainz 05
33
<1%
-
-
Lazio
33
<1%
-
-
West Ham United
33
<1%
-
-
RB Leipzig
33
<1%
-
-
Chelsea
33
<1%
-
-
Manchester United
33
<1%
-
-
Tottenham Hotspur
33
<1%
-
-
Liverpool
33
<1%
-
-
Manchester City
33
<1%
-
-
Arsenal
33
<1%
-
-
Real Madrid
33
<1%
-
-
RC Celta
33
<1%
-
-
Valencia CF
33
<1%
-
-
Paris Saint-Germain
33
<1%
-
-
Atlético Madrid
33
<1%
-
-
Wolverhampton Wanderers
32
<1%
-
-
Villarreal CF
32
<1%
-
-
Sampdoria
32
<1%
-
-
Levante UD
32
<1%
-
-
Genoa
32
<1%
-
-
FC Girondins de Bordeaux
32
<1%
-
-
Amiens SC
32
<1%
-
-
AS Saint-Étienne
32
<1%
-
-
SV Werder Bremen
31
<1%
-
-
Napoli
31
<1%
-
-
Angers SCO
31
<1%
-
-
Borussia Dortmund
16,312
89%
-
-
(Other)
overall
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

movement_reactions
0.86
mentality_composure
0.72
potential
0.65
value_eur
0.64
passing
0.63
release_clause_eur
0.61
wage_eur
0.57
power_shot_power
0.57
dribbling
0.55
mentality_vision
0.51
attacking_short_passing
0.50
skill_long_passing
0.49
physic
0.48
age
0.46

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

international_reputation
0.48
skill_moves
0.46
real_face
0.43
team_position
0.42
nation_position
0.42
work_rate
0.27
weak_foot
0.25
contract_valid_until
0.17
body_type
0.12
preferred_foot
0.03
MOST FREQUENT VALUES

66
1,141
6.2%
64
1,138
6.2%
65
1,124
6.1%
68
1,068
5.8%
67
1,065
5.8%
69
964
5.3%
63
946
5.2%
70
902
4.9%
62
873
4.8%
72
753
4.1%
71
715
3.9%
60
701
3.8%
61
649
3.6%
73
638
3.5%
59
545
3.0%
SMALLEST VALUES

48
43
0.2%
49
66
0.4%
50
103
0.6%
51
117
0.6%
52
169
0.9%
53
197
1.1%
54
232
1.3%
55
274
1.5%
56
360
2.0%
57
360
2.0%
58
485
2.7%
59
545
3.0%
60
701
3.8%
61
649
3.6%
62
873
4.8%
LARGEST VALUES

94
1
<0.1%
93
1
<0.1%
92
1
<0.1%
91
3
<0.1%
90
4
<0.1%
89
13
<0.1%
88
17
<0.1%
87
15
<0.1%
86
18
<0.1%
85
35
0.2%
84
49
0.3%
83
80
0.4%
82
92
0.5%
81
82
0.4%
80
157
0.9%
potential
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

overall
0.65
value_eur
0.58
release_clause_eur
0.57
movement_reactions
0.52
wage_eur
0.48
mentality_composure
0.44
dribbling
0.42
passing
0.39
attacking_short_passing
0.37
power_shot_power
0.35
mentality_vision
0.35
skill_ball_control
0.35
skill_long_passing
0.32
skill_dribbling
0.31

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.37
real_face
0.34
international_reputation
0.34
contract_valid_until
0.27
weak_foot
0.18
team_position
0.16
work_rate
0.16
nation_position
0.15
body_type
0.10
preferred_foot
0.03
MOST FREQUENT VALUES

70
1,226
6.7%
68
1,195
6.5%
73
1,140
6.2%
72
1,131
6.2%
71
1,118
6.1%
69
1,111
6.1%
74
1,022
5.6%
67
987
5.4%
75
972
5.3%
66
882
4.8%
76
835
4.6%
65
781
4.3%
64
657
3.6%
77
650
3.6%
78
635
3.5%
SMALLEST VALUES

49
2
<0.1%
50
2
<0.1%
51
4
<0.1%
52
3
<0.1%
53
6
<0.1%
54
7
<0.1%
55
17
<0.1%
56
26
0.1%
57
43
0.2%
58
68
0.4%
59
122
0.7%
60
172
0.9%
61
228
1.2%
62
351
1.9%
63
459
2.5%
LARGEST VALUES

95
1
<0.1%
94
1
<0.1%
93
5
<0.1%
92
7
<0.1%
91
9
<0.1%
90
16
<0.1%
89
37
0.2%
88
45
0.2%
87
70
0.4%
86
116
0.6%
85
138
0.8%
84
214
1.2%
83
255
1.4%
82
291
1.6%
81
306
1.7%
value_eur
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

release_clause_eur
0.98
wage_eur
0.86
overall
0.64
potential
0.58
movement_reactions
0.56
mentality_composure
0.46
passing
0.43
dribbling
0.41
mentality_vision
0.37
power_shot_power
0.36
attacking_short_passing
0.33
shooting
0.33
skill_long_passing
0.31
skill_ball_control
0.31

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

international_reputation
0.63
real_face
0.47
skill_moves
0.41
team_position
0.24
body_type
0.23
nation_position
0.23
contract_valid_until
0.22
weak_foot
0.19
work_rate
0.18
preferred_foot
0.01
MOST FREQUENT VALUES

1100000
491
2.7%
325000
384
2.1%
450000
358
2.0%
1200000
346
1.9%
425000
339
1.9%
1000000
325
1.8%
525000
322
1.8%
375000
317
1.7%
400000
313
1.7%
475000
312
1.7%
675000
306
1.7%
350000
300
1.6%
550000
291
1.6%
650000
289
1.6%
750000
285
1.6%
SMALLEST VALUES

0
250
1.4%
10000
4
<0.1%
20000
8
<0.1%
30000
28
0.2%
40000
52
0.3%
50000
110
0.6%
60000
140
0.8%
70000
97
0.5%
80000
134
0.7%
90000
131
0.7%
100000
178
1.0%
110000
185
1.0%
120000
192
1.1%
130000
209
1.1%
140000
218
1.2%
LARGEST VALUES

105500000
1
<0.1%
95500000
1
<0.1%
93500000
1
<0.1%
90000000
2
<0.1%
83000000
1
<0.1%
80500000
1
<0.1%
78000000
1
<0.1%
77500000
1
<0.1%
76500000
1
<0.1%
73000000
1
<0.1%
72500000
1
<0.1%
69000000
1
<0.1%
68000000
1
<0.1%
67500000
2
<0.1%
66000000
1
<0.1%
wage_eur
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

value_eur
0.86
release_clause_eur
0.84
overall
0.57
movement_reactions
0.51
potential
0.48
mentality_composure
0.42
passing
0.39
dribbling
0.35
mentality_vision
0.33
power_shot_power
0.32
attacking_short_passing
0.30
skill_long_passing
0.29
shooting
0.29
skill_ball_control
0.28

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

international_reputation
0.69
real_face
0.49
skill_moves
0.35
body_type
0.28
nation_position
0.17
weak_foot
0.17
team_position
0.17
work_rate
0.17
contract_valid_until
0.16
preferred_foot
0.01
MOST FREQUENT VALUES

1000
4,976
27.2%
2000
2,967
16.2%
3000
1,825
10.0%
4000
1,303
7.1%
5000
891
4.9%
6000
639
3.5%
7000
548
3.0%
8000
439
2.4%
9000
330
1.8%
10000
283
1.5%
11000
258
1.4%
0
240
1.3%
12000
226
1.2%
14000
199
1.1%
13000
180
1.0%
SMALLEST VALUES

0
240
1.3%
1000
4,976
27.2%
2000
2,967
16.2%
3000
1,825
10.0%
4000
1,303
7.1%
5000
891
4.9%
6000
639
3.5%
7000
548
3.0%
8000
439
2.4%
9000
330
1.8%
10000
283
1.5%
11000
258
1.4%
12000
226
1.2%
13000
180
1.0%
14000
199
1.1%
LARGEST VALUES

565000
1
<0.1%
470000
1
<0.1%
405000
1
<0.1%
370000
2
<0.1%
355000
1
<0.1%
340000
1
<0.1%
330000
1
<0.1%
300000
3
<0.1%
290000
1
<0.1%
285000
2
<0.1%
265000
1
<0.1%
255000
1
<0.1%
250000
3
<0.1%
245000
2
<0.1%
240000
3
<0.1%
player_positions
MISSING:
---
2,322
13%
-
-
CB
2,036
11%
-
-
GK
1,809
10%
-
-
ST
786
4%
-
-
CM
731
4%
-
-
CDM, CM
682
4%
-
-
CM, CDM
669
4%
-
-
LB
587
3%
-
-
RB
363
2%
-
-
CDM
291
2%
-
-
CAM
255
1%
-
-
CB, RB
247
1%
-
-
LM
227
1%
-
-
RM
222
1%
-
-
CAM, CM
221
1%
-
-
RM, LM
218
1%
-
-
CB, LB
209
1%
-
-
LM, RM
192
1%
-
-
CB, CDM
190
1%
-
-
LB, LM
178
<1%
-
-
CM, CAM
130
<1%
-
-
RB, LB
120
<1%
-
-
RB, RM
119
<1%
-
-
RB, CB
108
<1%
-
-
LB, LWB
107
<1%
-
-
ST, LW
105
<1%
-
-
ST, RM
102
<1%
-
-
CDM, CB
99
<1%
-
-
ST, CAM
98
<1%
-
-
LB, CB
96
<1%
-
-
ST, LM
93
<1%
-
-
RB, RWB
91
<1%
-
-
RW
89
<1%
-
-
LW, RW
89
<1%
-
-
ST, RW
88
<1%
-
-
LW
79
<1%
-
-
RM, ST
77
<1%
-
-
CM, CDM, CAM
72
<1%
-
-
RW, LW
70
<1%
-
-
CAM, LM
68
<1%
-
-
LM, CAM
66
<1%
-
-
CM, CAM, CDM
65
<1%
-
-
RM, RW
63
<1%
-
-
CAM, RM
60
<1%
-
-
LB, RB
58
<1%
-
-
ST, CF
57
<1%
-
-
CM, RM
57
<1%
-
-
LM, LW
57
<1%
-
-
LM, ST
54
<1%
-
-
CAM, ST
54
<1%
-
-
CDM, CM, CB
51
<1%
-
-
RM, CAM
49
<1%
-
-
CM, LM
48
<1%
-
-
LM, LB
43
<1%
-
-
CAM, CF
42
<1%
-
-
RW, RM
42
<1%
-
-
RM, RB
40
<1%
-
-
LM, RM, ST
39
<1%
-
-
CAM, CM, LM
38
<1%
-
-
RM, CM
38
<1%
-
-
RM, LM, CAM
2,922
16%
-
-
(Other)
preferred_foot
MISSING:
---
TOP CATEGORIES

Right
13,960
76%
Left
4,318
24%
ALL
18,278
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
preferred_foot
PROVIDES INFORMATION ON...

nation_position
0.02
team_position
0.02
skill_moves
0.01
weak_foot
0.00
work_rate
0.00
body_type
0.00
international_reputation
0.00
contract_valid_until
0.00
real_face
0.00

THESE FEATURES
GIVE INFORMATION
ON preferred_foot:

team_position
0.09
nation_position
0.09
skill_moves
0.01
weak_foot
0.01
work_rate
0.01
body_type
0.00
contract_valid_until
0.00
international_reputation
0.00
real_face
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
preferred_foot
CORRELATION RATIO WITH...

attacking_crossing
0.20
skill_curve
0.15
skill_fk_accuracy
0.14
lwb
0.14
rwb
0.14
lb
0.13
rb
0.13
skill_dribbling
0.13
lm
0.12
rm
0.12
lw
0.12
rw
0.12
movement_acceleration
0.12
ldm
0.12
international_reputation
MISSING:
---
TOP CATEGORIES

1
16,794
92%
2
1,140
6%
3
292
2%
4
46
<1%
5
6
<1%
ALL
18,278
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
international_reputation
PROVIDES INFORMATION ON...

real_face
0.21
skill_moves
0.03
weak_foot
0.01
nation_position
0.01
team_position
0.01
work_rate
0.01
body_type
0.00
contract_valid_until
0.00
preferred_foot
0.00

THESE FEATURES
GIVE INFORMATION
ON international_reputation:

real_face
0.21
skill_moves
0.09
nation_position
0.04
team_position
0.04
weak_foot
0.03
work_rate
0.03
contract_valid_until
0.01
body_type
0.01
preferred_foot
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
international_reputation
CORRELATION RATIO WITH...

wage_eur
0.69
value_eur
0.63
release_clause_eur
0.61
overall
0.48
movement_reactions
0.44
mentality_composure
0.38
sofifa_id
0.38
passing
0.35
potential
0.34
power_shot_power
0.30
mentality_vision
0.29
dribbling
0.29
age
0.28
shooting
0.27
weak_foot
MISSING:
---
TOP CATEGORIES

3
11,347
62%
2
3,865
21%
4
2,666
15%
5
245
1%
1
155
<1%
ALL
18,278
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
weak_foot
PROVIDES INFORMATION ON...

skill_moves
0.06
international_reputation
0.03
real_face
0.02
work_rate
0.02
team_position
0.01
nation_position
0.01
preferred_foot
0.01
contract_valid_until
0.00
body_type
0.00

THESE FEATURES
GIVE INFORMATION
ON weak_foot:

skill_moves
0.07
team_position
0.03
nation_position
0.03
work_rate
0.03
international_reputation
0.01
real_face
0.01
preferred_foot
0.00
contract_valid_until
0.00
body_type
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
weak_foot
CORRELATION RATIO WITH...

attacking_volleys
0.38
skill_ball_control
0.38
power_long_shots
0.38
attacking_finishing
0.37
lf
0.37
cf
0.37
rf
0.37
lam
0.37
cam
0.37
ram
0.37
skill_dribbling
0.37
lw
0.37
rw
0.37
ls
0.37
skill_moves
MISSING:
---
TOP CATEGORIES

2
8,617
47%
3
6,536
36%
1
2,036
11%
4
1,040
6%
5
49
<1%
ALL
18,278
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
skill_moves
PROVIDES INFORMATION ON...

team_position
0.10
nation_position
0.10
work_rate
0.09
international_reputation
0.09
weak_foot
0.07
real_face
0.07
preferred_foot
0.01
body_type
0.01
contract_valid_until
0.00

THESE FEATURES
GIVE INFORMATION
ON skill_moves:

team_position
0.19
nation_position
0.18
work_rate
0.12
weak_foot
0.06
international_reputation
0.03
real_face
0.02
body_type
0.01
preferred_foot
0.01
contract_valid_until
0.01

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
skill_moves
CORRELATION RATIO WITH...

gk_handling
0.99
gk_diving
0.99
gk_kicking
0.99
gk_reflexes
0.99
gk_positioning
0.99
goalkeeping_reflexes
0.98
goalkeeping_diving
0.98
goalkeeping_handling
0.97
goalkeeping_kicking
0.97
goalkeeping_positioning
0.97
gk_speed
0.96
lm
0.96
rm
0.96
lw
0.95
work_rate
MISSING:
---
TOP CATEGORIES

Medium/Medium
9,875
54%
High/Medium
3,216
18%
Medium/High
1,718
9%
High/High
986
5%
Medium/Low
886
5%
High/Low
684
4%
Low/Medium
461
3%
Low/High
417
2%
Low/Low
35
<1%
ALL
18,278
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
work_rate
PROVIDES INFORMATION ON...

skill_moves
0.12
team_position
0.06
nation_position
0.06
weak_foot
0.03
international_reputation
0.03
real_face
0.02
preferred_foot
0.01
body_type
0.00
contract_valid_until
0.00

THESE FEATURES
GIVE INFORMATION
ON work_rate:

skill_moves
0.09
team_position
0.08
nation_position
0.08
weak_foot
0.02
international_reputation
0.01
real_face
0.00
body_type
0.00
preferred_foot
0.00
contract_valid_until
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
work_rate
CORRELATION RATIO WITH...

defending
0.47
mentality_positioning
0.47
attacking_finishing
0.47
shooting
0.44
attacking_volleys
0.43
mentality_interceptions
0.43
skill_dribbling
0.43
defending_standing_tackle
0.43
dribbling
0.42
defending_sliding_tackle
0.42
ls
0.42
st
0.42
rs
0.42
lf
0.42
body_type
MISSING:
---
TOP CATEGORIES

Normal
10,750
59%
Lean
6,505
36%
Stocky
1,016
6%
Messi
1
<1%
C. Ronaldo
1
<1%
Neymar
1
<1%
PLAYER_BODY_TYPE_25
1
<1%
Courtois
1
<1%
Shaqiri
1
<1%
Akinfenwa
1
<1%
ALL
18,278
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
body_type
PROVIDES INFORMATION ON...

international_reputation
0.01
skill_moves
0.01
nation_position
0.01
team_position
0.01
work_rate
0.00
real_face
0.00
preferred_foot
0.00
weak_foot
0.00
contract_valid_until
0.00

THESE FEATURES
GIVE INFORMATION
ON body_type:

nation_position
0.02
team_position
0.02
skill_moves
0.01
work_rate
0.00
international_reputation
0.00
contract_valid_until
0.00
weak_foot
0.00
real_face
0.00
preferred_foot
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
body_type
CORRELATION RATIO WITH...

weight_kg
0.31
power_strength
0.29
wage_eur
0.28
physic
0.27
release_clause_eur
0.23
value_eur
0.23
age
0.21
sofifa_id
0.15
movement_agility
0.14
movement_acceleration
0.14
movement_sprint_speed
0.12
skill_dribbling
0.12
overall
0.12
movement_balance
0.12
real_face
MISSING:
---
TOP CATEGORIES

No
16,310
89%
Yes
1,968
11%
ALL
18,278
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
real_face
PROVIDES INFORMATION ON...

international_reputation
0.21
skill_moves
0.02
weak_foot
0.01
work_rate
0.00
team_position
0.00
nation_position
0.00
contract_valid_until
0.00
body_type
0.00
preferred_foot
0.00

THESE FEATURES
GIVE INFORMATION
ON real_face:

international_reputation
0.21
skill_moves
0.07
team_position
0.02
weak_foot
0.02
nation_position
0.02
work_rate
0.02
contract_valid_until
0.01
body_type
0.00
preferred_foot
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
real_face
CORRELATION RATIO WITH...

wage_eur
0.49
value_eur
0.47
release_clause_eur
0.45
overall
0.43
movement_reactions
0.39
potential
0.34
mentality_composure
0.32
passing
0.30
sofifa_id
0.26
dribbling
0.26
mentality_vision
0.25
power_shot_power
0.25
attacking_short_passing
0.23
skill_long_passing
0.22
release_clause_eur
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

value_eur
0.98
wage_eur
0.84
overall
0.61
potential
0.57
movement_reactions
0.53
mentality_composure
0.44
passing
0.41
dribbling
0.38
mentality_vision
0.35
power_shot_power
0.33
attacking_short_passing
0.32
shooting
0.31
skill_long_passing
0.30
skill_ball_control
0.29

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

international_reputation
0.61
real_face
0.45
skill_moves
0.39
contract_valid_until
0.25
body_type
0.23
team_position
0.22
nation_position
0.21
weak_foot
0.18
work_rate
0.17
preferred_foot
0.01
MOST FREQUENT VALUES

1200000.0
1,700
9.3%
1100000.0
535
2.9%
1300000.0
447
2.4%
1400000.0
394
2.2%
1500000.0
344
1.9%
1600000.0
330
1.8%
1700000.0
324
1.8%
1000000.0
308
1.7%
1800000.0
245
1.3%
1900000.0
222
1.2%
2000000.0
186
1.0%
2100000.0
173
0.9%
2200000.0
165
0.9%
2400000.0
141
0.8%
2300000.0
138
0.8%
SMALLEST VALUES

13000.0
2
<0.1%
18000.0
2
<0.1%
25000.0
1
<0.1%
29000.0
1
<0.1%
31000.0
2
<0.1%
33000.0
3
<0.1%
35000.0
1
<0.1%
38000.0
2
<0.1%
40000.0
1
<0.1%
41000.0
1
<0.1%
43000.0
2
<0.1%
44000.0
2
<0.1%
47000.0
8
<0.1%
48000.0
1
<0.1%
49000.0
1
<0.1%
LARGEST VALUES

195800000.0
1
<0.1%
195200000.0
1
<0.1%
191700000.0
1
<0.1%
184500000.0
1
<0.1%
166500000.0
1
<0.1%
164700000.0
1
<0.1%
159800000.0
1
<0.1%
150200000.0
1
<0.1%
148900000.0
1
<0.1%
143400000.0
1
<0.1%
143200000.0
1
<0.1%
141500000.0
1
<0.1%
140500000.0
1
<0.1%
132000000.0
1
<0.1%
130900000.0
1
<0.1%
team_position
MISSING:
---
TOP CATEGORIES

SUB
8,060
44%
RES
2,958
16%
GK
662
4%
RCB
660
4%
LCB
660
4%
RB
560
3%
LB
560
3%
ST
458
3%
RCM
411
2%
LCM
411
2%
RM
399
2%
LM
398
2%
CAM
311
2%
RDM
244
1%
LDM
242
1%
RS
195
1%
LS
195
1%
(Other)
894
5%
ALL
18,278
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
team_position
PROVIDES INFORMATION ON...

nation_position
0.90
skill_moves
0.19
preferred_foot
0.09
work_rate
0.08
international_reputation
0.04
weak_foot
0.03
real_face
0.02
body_type
0.02
contract_valid_until
0.00

THESE FEATURES
GIVE INFORMATION
ON team_position:

nation_position
0.90
skill_moves
0.10
work_rate
0.06
preferred_foot
0.02
weak_foot
0.01
body_type
0.01
international_reputation
0.01
contract_valid_until
0.00
real_face
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
team_position
CORRELATION RATIO WITH...

gk_positioning
0.62
gk_reflexes
0.62
goalkeeping_positioning
0.62
gk_diving
0.62
goalkeeping_reflexes
0.61
gk_handling
0.61
goalkeeping_diving
0.61
gk_speed
0.61
gk_kicking
0.61
goalkeeping_handling
0.61
goalkeeping_kicking
0.61
ldm
0.60
cdm
0.60
rdm
0.60
team_jersey_number
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

nation_jersey_number
0.97
age
-0.23
overall
-0.20
physic
-0.19
movement_reactions
-0.17
sofifa_id
0.17
power_strength
-0.15
mentality_composure
-0.15
defending
-0.14
mentality_interceptions
-0.14
mentality_aggression
-0.14
defending_marking
-0.13
power_stamina
-0.12
defending_standing_tackle
-0.11

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

nation_position
0.26
team_position
0.26
work_rate
0.08
real_face
0.07
contract_valid_until
0.07
body_type
0.06
international_reputation
0.06
weak_foot
0.04
skill_moves
0.04
preferred_foot
0.01
MOST FREQUENT VALUES

7.0
599
3.3%
8.0
596
3.3%
11.0
582
3.2%
10.0
581
3.2%
5.0
580
3.2%
9.0
577
3.2%
1.0
575
3.1%
6.0
565
3.1%
4.0
553
3.0%
17.0
541
3.0%
20.0
539
2.9%
19.0
537
2.9%
23.0
534
2.9%
14.0
534
2.9%
3.0
526
2.9%
SMALLEST VALUES

0.0
240
1.3%
1.0
575
3.1%
2.0
499
2.7%
3.0
526
2.9%
4.0
553
3.0%
5.0
580
3.2%
6.0
565
3.1%
7.0
599
3.3%
8.0
596
3.3%
9.0
577
3.2%
10.0
581
3.2%
11.0
582
3.2%
12.0
360
2.0%
13.0
410
2.2%
14.0
534
2.9%
LARGEST VALUES

99.0
73
0.4%
98.0
21
0.1%
97.0
23
0.1%
96.0
11
<0.1%
95.0
18
<0.1%
94.0
13
<0.1%
93.0
15
<0.1%
92.0
20
0.1%
91.0
18
<0.1%
90.0
22
0.1%
89.0
13
<0.1%
88.0
56
0.3%
87.0
18
<0.1%
86.0
3
<0.1%
85.0
3
<0.1%
loaned_from
MISSING:
---
17,247
94%
-
-
Atalanta
17
<1%
-
-
Sassuolo
14
<1%
-
-
Inter
14
<1%
-
-
SL Benfica
13
<1%
-
-
Genoa
13
<1%
-
-
Racing Club
12
<1%
-
-
Manchester City
12
<1%
-
-
AS Monaco
12
<1%
-
-
Chelsea
12
<1%
-
-
Real Madrid
11
<1%
-
-
Everton
11
<1%
-
-
SV Werder Bremen
11
<1%
-
-
Tigres U.A.N.L.
11
<1%
-
-
Brighton & Hove Albion
10
<1%
-
-
Liverpool
10
<1%
-
-
Villarreal CF
10
<1%
-
-
Bristol City
9
<1%
-
-
LOSC Lille
9
<1%
-
-
Wolverhampton Wanderers
9
<1%
-
-
Watford
9
<1%
-
-
Guangzhou Evergrande Taobao FC
8
<1%
-
-
Lazio
8
<1%
-
-
Norwich City
8
<1%
-
-
RCD Mallorca
8
<1%
-
-
TSG 1899 Hoffenheim
7
<1%
-
-
Napoli
7
<1%
-
-
Monterrey
7
<1%
-
-
Al Ahli
7
<1%
-
-
FC Porto
7
<1%
-
-
Jeonbuk Hyundai Motors
7
<1%
-
-
Sevilla FC
7
<1%
-
-
Valencia CF
7
<1%
-
-
Sheffield United
7
<1%
-
-
Real Sociedad
6
<1%
-
-
Guadalajara
6
<1%
-
-
SC Freiburg
6
<1%
-
-
VfB Stuttgart
6
<1%
-
-
1. FC Köln
6
<1%
-
-
Newcastle United
6
<1%
-
-
Al Nassr
6
<1%
-
-
Incheon United FC
6
<1%
-
-
West Ham United
6
<1%
-
-
SC Braga
6
<1%
-
-
Atlético Nacional
6
<1%
-
-
Torino
6
<1%
-
-
Independiente
6
<1%
-
-
Manchester United
6
<1%
-
-
FC Metz
6
<1%
-
-
Borussia Dortmund
6
<1%
-
-
Deportivo Cali
6
<1%
-
-
Aston Villa
6
<1%
-
-
Rosenborg BK
6
<1%
-
-
Bournemouth
6
<1%
-
-
Colo-Colo
6
<1%
-
-
Reading
6
<1%
-
-
Fiorentina
5
<1%
-
-
Club Atlético Lanús
5
<1%
-
-
Leicester City
5
<1%
-
-
Rangers FC
5
<1%
-
-
Vitória Guimarães
555
3%
-
-
(Other)
joined
MISSING:
---
2,753
15%
-
-
2019-07-01
1,213
7%
-
-
2018-07-01
750
4%
-
-
2017-07-01
434
2%
-
-
2016-07-01
272
1%
-
-
2015-07-01
262
1%
-
-
2018-01-01
249
1%
-
-
2019-01-01
171
<1%
-
-
2014-07-01
150
<1%
-
-
2019-07-03
147
<1%
-
-
2019-07-08
143
<1%
-
-
2017-01-01
128
<1%
-
-
2016-01-01
118
<1%
-
-
2015-01-01
107
<1%
-
-
2019-01-31
105
<1%
-
-
2018-07-02
103
<1%
-
-
2013-07-01
103
<1%
-
-
2019-07-24
88
<1%
-
-
2012-07-01
75
<1%
-
-
2015-02-01
75
<1%
-
-
2019-07-04
74
<1%
-
-
2019-08-01
74
<1%
-
-
2018-01-31
71
<1%
-
-
2018-08-31
70
<1%
-
-
2019-07-02
70
<1%
-
-
2014-01-01
69
<1%
-
-
2019-07-05
67
<1%
-
-
2019-07-23
67
<1%
-
-
2019-07-19
67
<1%
-
-
2011-07-01
65
<1%
-
-
2019-07-09
63
<1%
-
-
2019-07-18
63
<1%
-
-
2019-02-01
63
<1%
-
-
2019-07-15
63
<1%
-
-
2018-07-23
62
<1%
-
-
2019-02-13
61
<1%
-
-
2019-08-08
59
<1%
-
-
2019-01-30
57
<1%
-
-
2016-02-01
55
<1%
-
-
2019-07-30
54
<1%
-
-
2019-08-02
52
<1%
-
-
2017-08-31
52
<1%
-
-
2019-07-11
52
<1%
-
-
2019-01-05
52
<1%
-
-
2019-07-12
50
<1%
-
-
2019-07-17
50
<1%
-
-
2018-07-10
50
<1%
-
-
2019-07-25
50
<1%
-
-
2010-07-01
50
<1%
-
-
2012-01-01
49
<1%
-
-
2018-08-09
48
<1%
-
-
2018-07-13
48
<1%
-
-
2019-07-31
48
<1%
-
-
2019-01-21
48
<1%
-
-
2013-01-01
47
<1%
-
-
2019-07-10
46
<1%
-
-
2018-07-06
46
<1%
-
-
2019-01-04
44
<1%
-
-
2018-07-03
44
<1%
-
-
2018-07-05
43
<1%
-
-
2019-01-08
8,569
47%
-
-
(Other)
contract_valid_until
MISSING:
---
TOP CATEGORIES

2020.0
6,131
34%
2021.0
4,373
24%
2022.0
3,982
22%
2023.0
1,740
10%
2019.0
1,088
6%
2024.0
947
5%
2025.0
14
<1%
2026.0
3
<1%
ALL
18,278
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
contract_valid_until
PROVIDES INFORMATION ON...

international_reputation
0.01
real_face
0.01
skill_moves
0.01
nation_position
0.00
team_position
0.00
weak_foot
0.00
work_rate
0.00
body_type
0.00
preferred_foot
0.00

THESE FEATURES
GIVE INFORMATION
ON contract_valid_until:

nation_position
0.00
team_position
0.00
skill_moves
0.00
work_rate
0.00
international_reputation
0.00
weak_foot
0.00
real_face
0.00
body_type
0.00
preferred_foot
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
contract_valid_until
CORRELATION RATIO WITH...

potential
0.27
release_clause_eur
0.25
value_eur
0.22
sofifa_id
0.18
overall
0.17
age
0.16
wage_eur
0.16
movement_reactions
0.14
dribbling
0.10
pace
0.10
mentality_composure
0.09
movement_sprint_speed
0.09
movement_acceleration
0.09
attacking_short_passing
0.09
nation_position
MISSING:
---
TOP CATEGORIES

SUB
8,153
45%
RES
2,927
16%
RCB
659
4%
LCB
657
4%
GK
628
3%
LB
570
3%
RB
564
3%
ST
464
3%
LCM
414
2%
RCM
413
2%
RM
400
2%
LM
400
2%
CAM
307
2%
RDM
237
1%
LDM
236
1%
CDM
187
1%
LS
185
1%
(Other)
877
5%
ALL
18,278
100%
CATEGORICAL ASSOCIATIONS
(UNCERTAINTY COEFFICIENT, 0 to 1)
nation_position
PROVIDES INFORMATION ON...

team_position
0.90
skill_moves
0.18
preferred_foot
0.09
work_rate
0.08
international_reputation
0.04
weak_foot
0.03
real_face
0.02
body_type
0.02
contract_valid_until
0.00

THESE FEATURES
GIVE INFORMATION
ON nation_position:

team_position
0.90
skill_moves
0.10
work_rate
0.06
preferred_foot
0.02
weak_foot
0.01
international_reputation
0.01
body_type
0.01
contract_valid_until
0.00
real_face
0.00

NUMERICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)
nation_position
CORRELATION RATIO WITH...

gk_positioning
0.60
gk_reflexes
0.60
goalkeeping_positioning
0.60
gk_diving
0.60
gk_handling
0.60
goalkeeping_reflexes
0.60
gk_kicking
0.60
goalkeeping_diving
0.59
gk_speed
0.59
goalkeeping_handling
0.59
lcb
0.59
cb
0.59
rcb
0.59
ldm
0.59
nation_jersey_number
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

team_jersey_number
0.97
age
-0.23
overall
-0.21
physic
-0.20
movement_reactions
-0.19
sofifa_id
0.18
mentality_composure
-0.16
power_strength
-0.16
defending
-0.15
mentality_interceptions
-0.15
mentality_aggression
-0.14
defending_marking
-0.14
power_stamina
-0.13
defending_standing_tackle
-0.12

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

nation_position
0.27
team_position
0.27
real_face
0.08
work_rate
0.08
international_reputation
0.08
body_type
0.06
contract_valid_until
0.06
skill_moves
0.04
weak_foot
0.04
preferred_foot
0.01
MOST FREQUENT VALUES

8.0
618
3.4%
7.0
607
3.3%
9.0
587
3.2%
10.0
585
3.2%
5.0
585
3.2%
11.0
584
3.2%
6.0
576
3.2%
1.0
569
3.1%
4.0
564
3.1%
19.0
563
3.1%
20.0
563
3.1%
17.0
556
3.0%
14.0
553
3.0%
23.0
552
3.0%
3.0
552
3.0%
SMALLEST VALUES

1.0
569
3.1%
2.0
523
2.9%
3.0
552
3.0%
4.0
564
3.1%
5.0
585
3.2%
6.0
576
3.2%
7.0
607
3.3%
8.0
618
3.4%
9.0
587
3.2%
10.0
585
3.2%
11.0
584
3.2%
12.0
389
2.1%
13.0
436
2.4%
14.0
553
3.0%
15.0
520
2.8%
LARGEST VALUES

99.0
70
0.4%
98.0
20
0.1%
97.0
22
0.1%
96.0
11
<0.1%
95.0
18
<0.1%
94.0
12
<0.1%
93.0
15
<0.1%
92.0
19
0.1%
91.0
17
<0.1%
90.0
21
0.1%
89.0
13
<0.1%
88.0
53
0.3%
87.0
18
<0.1%
86.0
3
<0.1%
85.0
3
<0.1%
pace
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

movement_sprint_speed
0.69
movement_acceleration
0.69
dribbling
0.55
movement_agility
0.54
movement_balance
0.43
height_cm
-0.37
shooting
0.35
weight_kg
-0.33
power_strength
-0.32
defending
-0.30
skill_dribbling
0.30
passing
0.29
attacking_crossing
0.29
mentality_positioning
0.28

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.43
team_position
0.42
nation_position
0.42
work_rate
0.41
weak_foot
0.14
body_type
0.10
contract_valid_until
0.10
preferred_foot
0.06
international_reputation
0.04
real_face
0.02
MOST FREQUENT VALUES

69.0
2,663
14.6%
67.0
689
3.8%
66.0
657
3.6%
71.0
633
3.5%
70.0
614
3.4%
68.0
613
3.4%
64.0
593
3.2%
72.0
585
3.2%
74.0
579
3.2%
73.0
579
3.2%
76.0
572
3.1%
75.0
545
3.0%
65.0
544
3.0%
77.0
514
2.8%
63.0
492
2.7%
SMALLEST VALUES

24.0
1
<0.1%
25.0
2
<0.1%
29.0
4
<0.1%
30.0
21
0.1%
31.0
22
0.1%
32.0
39
0.2%
33.0
43
0.2%
34.0
43
0.2%
35.0
33
0.2%
36.0
26
0.1%
37.0
32
0.2%
38.0
38
0.2%
39.0
38
0.2%
40.0
40
0.2%
41.0
60
0.3%
LARGEST VALUES

96.0
2
<0.1%
95.0
4
<0.1%
94.0
17
<0.1%
93.0
30
0.2%
92.0
54
0.3%
91.0
81
0.4%
90.0
86
0.5%
89.0
90
0.5%
88.0
106
0.6%
87.0
126
0.7%
86.0
147
0.8%
85.0
157
0.9%
84.0
174
1.0%
83.0
191
1.0%
82.0
258
1.4%
shooting
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

power_shot_power
0.79
dribbling
0.77
attacking_finishing
0.73
power_long_shots
0.68
attacking_volleys
0.66
passing
0.66
mentality_vision
0.63
mentality_positioning
0.57
mentality_penalties
0.57
skill_curve
0.53
skill_fk_accuracy
0.50
overall
0.46
skill_dribbling
0.43
defending_sliding_tackle
-0.42

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.64
team_position
0.51
nation_position
0.51
work_rate
0.44
weak_foot
0.30
international_reputation
0.27
real_face
0.21
body_type
0.07
contract_valid_until
0.06
preferred_foot
0.03
MOST FREQUENT VALUES

54.0
2,431
13.3%
60.0
549
3.0%
61.0
484
2.6%
63.0
480
2.6%
62.0
475
2.6%
59.0
472
2.6%
58.0
461
2.5%
64.0
455
2.5%
57.0
452
2.5%
56.0
432
2.4%
65.0
423
2.3%
55.0
411
2.2%
52.0
380
2.1%
53.0
376
2.1%
67.0
374
2.0%
SMALLEST VALUES

15.0
1
<0.1%
16.0
4
<0.1%
17.0
4
<0.1%
18.0
4
<0.1%
19.0
4
<0.1%
20.0
12
<0.1%
21.0
23
0.1%
22.0
39
0.2%
23.0
95
0.5%
24.0
121
0.7%
25.0
148
0.8%
26.0
184
1.0%
27.0
203
1.1%
28.0
211
1.2%
29.0
204
1.1%
LARGEST VALUES

93.0
1
<0.1%
92.0
1
<0.1%
91.0
1
<0.1%
90.0
1
<0.1%
89.0
2
<0.1%
88.0
2
<0.1%
87.0
2
<0.1%
86.0
6
<0.1%
85.0
8
<0.1%
84.0
8
<0.1%
83.0
8
<0.1%
82.0
24
0.1%
81.0
29
0.2%
80.0
36
0.2%
79.0
52
0.3%
passing
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

dribbling
0.83
mentality_vision
0.75
shooting
0.66
overall
0.63
skill_long_passing
0.63
skill_curve
0.60
power_shot_power
0.60
skill_fk_accuracy
0.60
attacking_crossing
0.59
movement_reactions
0.58
mentality_composure
0.54
attacking_short_passing
0.54
power_long_shots
0.53
skill_dribbling
0.46

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.62
team_position
0.43
nation_position
0.43
international_reputation
0.35
real_face
0.30
work_rate
0.29
weak_foot
0.27
contract_valid_until
0.08
preferred_foot
0.08
body_type
0.05
MOST FREQUENT VALUES

58.0
2,654
14.5%
61.0
671
3.7%
59.0
663
3.6%
62.0
654
3.6%
60.0
642
3.5%
56.0
611
3.3%
57.0
607
3.3%
63.0
599
3.3%
64.0
544
3.0%
54.0
538
2.9%
55.0
535
2.9%
53.0
529
2.9%
65.0
513
2.8%
66.0
500
2.7%
52.0
499
2.7%
SMALLEST VALUES

24.0
3
<0.1%
25.0
4
<0.1%
26.0
10
<0.1%
27.0
11
<0.1%
28.0
22
0.1%
29.0
34
0.2%
30.0
34
0.2%
31.0
40
0.2%
32.0
44
0.2%
33.0
52
0.3%
34.0
65
0.4%
35.0
94
0.5%
36.0
91
0.5%
37.0
117
0.6%
38.0
140
0.8%
LARGEST VALUES

92.0
2
<0.1%
90.0
2
<0.1%
89.0
1
<0.1%
88.0
2
<0.1%
87.0
5
<0.1%
86.0
7
<0.1%
85.0
7
<0.1%
84.0
18
<0.1%
83.0
13
<0.1%
82.0
20
0.1%
81.0
39
0.2%
80.0
35
0.2%
79.0
62
0.3%
78.0
70
0.4%
77.0
101
0.6%
dribbling
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

passing
0.83
shooting
0.77
mentality_vision
0.68
power_shot_power
0.59
skill_dribbling
0.56
skill_curve
0.56
overall
0.55
pace
0.55
power_long_shots
0.55
movement_agility
0.54
mentality_positioning
0.53
attacking_finishing
0.53
attacking_volleys
0.51
attacking_crossing
0.51

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.72
team_position
0.47
nation_position
0.47
work_rate
0.42
weak_foot
0.29
international_reputation
0.29
real_face
0.26
contract_valid_until
0.10
body_type
0.07
preferred_foot
0.06
MOST FREQUENT VALUES

64.0
2,804
15.3%
65.0
795
4.3%
67.0
752
4.1%
66.0
737
4.0%
63.0
727
4.0%
68.0
692
3.8%
62.0
672
3.7%
69.0
619
3.4%
61.0
610
3.3%
60.0
583
3.2%
70.0
583
3.2%
59.0
563
3.1%
71.0
552
3.0%
58.0
499
2.7%
72.0
440
2.4%
SMALLEST VALUES

23.0
1
<0.1%
26.0
1
<0.1%
27.0
2
<0.1%
28.0
4
<0.1%
29.0
10
<0.1%
30.0
22
0.1%
31.0
23
0.1%
32.0
37
0.2%
33.0
42
0.2%
34.0
40
0.2%
35.0
58
0.3%
36.0
68
0.4%
37.0
67
0.4%
38.0
97
0.5%
39.0
104
0.6%
LARGEST VALUES

96.0
1
<0.1%
95.0
1
<0.1%
94.0
1
<0.1%
92.0
1
<0.1%
91.0
4
<0.1%
90.0
6
<0.1%
89.0
10
<0.1%
88.0
6
<0.1%
87.0
19
0.1%
86.0
25
0.1%
85.0
31
0.2%
84.0
44
0.2%
83.0
55
0.3%
82.0
59
0.3%
81.0
79
0.4%
defending
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

mentality_interceptions
0.77
defending_sliding_tackle
0.76
defending_standing_tackle
0.76
defending_marking
0.73
physic
0.55
mentality_aggression
0.46
attacking_finishing
-0.46
lcb
0.45
cb
0.45
rcb
0.45
shooting
-0.40
attacking_volleys
-0.35
ldm
0.34
cdm
0.34

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

team_position
0.54
nation_position
0.54
work_rate
0.47
skill_moves
0.23
real_face
0.14
international_reputation
0.14
weak_foot
0.12
body_type
0.09
contract_valid_until
0.04
preferred_foot
0.04
MOST FREQUENT VALUES

56.0
2,337
12.8%
63.0
570
3.1%
61.0
523
2.9%
65.0
515
2.8%
64.0
514
2.8%
60.0
511
2.8%
62.0
508
2.8%
66.0
497
2.7%
59.0
469
2.6%
67.0
451
2.5%
68.0
392
2.1%
57.0
388
2.1%
58.0
365
2.0%
69.0
364
2.0%
70.0
304
1.7%
SMALLEST VALUES

15.0
2
<0.1%
16.0
16
<0.1%
17.0
31
0.2%
18.0
59
0.3%
19.0
81
0.4%
20.0
105
0.6%
21.0
124
0.7%
22.0
156
0.9%
23.0
181
1.0%
24.0
206
1.1%
25.0
214
1.2%
26.0
265
1.4%
27.0
257
1.4%
28.0
259
1.4%
29.0
286
1.6%
LARGEST VALUES

90.0
2
<0.1%
89.0
3
<0.1%
88.0
3
<0.1%
87.0
6
<0.1%
86.0
10
<0.1%
85.0
13
<0.1%
84.0
8
<0.1%
83.0
24
0.1%
82.0
29
0.2%
81.0
25
0.1%
80.0
51
0.3%
79.0
64
0.4%
78.0
89
0.5%
77.0
89
0.5%
76.0
134
0.7%
physic
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

power_strength
0.84
mentality_aggression
0.58
defending
0.55
weight_kg
0.53
overall
0.48
height_cm
0.46
mentality_interceptions
0.44
movement_reactions
0.42
age
0.40
defending_marking
0.39
power_jumping
0.39
defending_standing_tackle
0.39
attacking_heading_accuracy
0.37
power_stamina
0.37

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

team_position
0.43
nation_position
0.43
work_rate
0.35
body_type
0.27
international_reputation
0.18
real_face
0.17
skill_moves
0.08
contract_valid_until
0.06
preferred_foot
0.05
weak_foot
0.03
MOST FREQUENT VALUES

66.0
2,722
14.9%
67.0
726
4.0%
69.0
715
3.9%
70.0
691
3.8%
72.0
679
3.7%
68.0
666
3.6%
71.0
657
3.6%
65.0
598
3.3%
74.0
574
3.1%
64.0
571
3.1%
62.0
552
3.0%
63.0
541
3.0%
73.0
522
2.9%
61.0
514
2.8%
75.0
506
2.8%
SMALLEST VALUES

27.0
1
<0.1%
31.0
2
<0.1%
32.0
1
<0.1%
33.0
4
<0.1%
34.0
13
<0.1%
35.0
13
<0.1%
36.0
16
<0.1%
37.0
22
0.1%
38.0
28
0.2%
39.0
48
0.3%
40.0
58
0.3%
41.0
52
0.3%
42.0
81
0.4%
43.0
82
0.4%
44.0
98
0.5%
LARGEST VALUES

90.0
1
<0.1%
89.0
3
<0.1%
88.0
8
<0.1%
87.0
13
<0.1%
86.0
18
<0.1%
85.0
34
0.2%
84.0
58
0.3%
83.0
84
0.5%
82.0
119
0.7%
81.0
147
0.8%
80.0
190
1.0%
79.0
278
1.5%
78.0
333
1.8%
77.0
385
2.1%
76.0
446
2.4%
gk_diving
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

gk_reflexes
1.00
gk_handling
1.00
gk_positioning
1.00
gk_kicking
1.00
goalkeeping_diving
0.99
goalkeeping_reflexes
0.98
goalkeeping_handling
0.98
goalkeeping_positioning
0.98
goalkeeping_kicking
0.98
gk_speed
0.97
lcm
-0.90
cm
-0.90
rcm
-0.90
lm
-0.90

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.99
team_position
0.62
nation_position
0.60
work_rate
0.32
weak_foot
0.28
preferred_foot
0.10
body_type
0.10
contract_valid_until
0.03
international_reputation
0.01
real_face
0.01
MOST FREQUENT VALUES

0.0
16,242
88.9%
64.0
119
0.7%
66.0
114
0.6%
65.0
111
0.6%
62.0
103
0.6%
63.0
98
0.5%
61.0
98
0.5%
67.0
96
0.5%
69.0
95
0.5%
68.0
89
0.5%
70.0
89
0.5%
59.0
83
0.5%
71.0
75
0.4%
60.0
72
0.4%
58.0
63
0.3%
SMALLEST VALUES

0.0
16,242
88.9%
44.0
1
<0.1%
45.0
3
<0.1%
46.0
2
<0.1%
47.0
8
<0.1%
48.0
10
<0.1%
49.0
12
<0.1%
50.0
14
<0.1%
51.0
18
<0.1%
52.0
19
0.1%
53.0
28
0.2%
54.0
36
0.2%
55.0
47
0.3%
56.0
56
0.3%
57.0
56
0.3%
LARGEST VALUES

90.0
3
<0.1%
89.0
1
<0.1%
88.0
2
<0.1%
87.0
3
<0.1%
86.0
4
<0.1%
85.0
6
<0.1%
84.0
10
<0.1%
83.0
7
<0.1%
82.0
15
<0.1%
81.0
12
<0.1%
80.0
19
0.1%
79.0
32
0.2%
78.0
23
0.1%
77.0
34
0.2%
76.0
35
0.2%
gk_handling
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

gk_positioning
1.00
gk_diving
1.00
gk_reflexes
1.00
gk_kicking
1.00
goalkeeping_handling
0.98
goalkeeping_reflexes
0.98
goalkeeping_diving
0.98
goalkeeping_positioning
0.98
goalkeeping_kicking
0.98
gk_speed
0.96
lcm
-0.90
cm
-0.90
rcm
-0.90
lm
-0.90

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.99
team_position
0.61
nation_position
0.60
work_rate
0.32
weak_foot
0.29
preferred_foot
0.10
body_type
0.10
contract_valid_until
0.03
international_reputation
0.01
real_face
0.01
MOST FREQUENT VALUES

0.0
16,242
88.9%
62.0
150
0.8%
60.0
123
0.7%
65.0
121
0.7%
63.0
112
0.6%
58.0
103
0.6%
64.0
100
0.5%
66.0
99
0.5%
61.0
97
0.5%
59.0
92
0.5%
67.0
87
0.5%
68.0
85
0.5%
57.0
74
0.4%
69.0
72
0.4%
55.0
65
0.4%
SMALLEST VALUES

0.0
16,242
88.9%
42.0
1
<0.1%
43.0
1
<0.1%
45.0
6
<0.1%
46.0
4
<0.1%
47.0
10
<0.1%
48.0
14
<0.1%
49.0
11
<0.1%
50.0
20
0.1%
51.0
28
0.2%
52.0
40
0.2%
53.0
37
0.2%
54.0
56
0.3%
55.0
65
0.4%
56.0
61
0.3%
LARGEST VALUES

92.0
1
<0.1%
89.0
1
<0.1%
87.0
1
<0.1%
86.0
1
<0.1%
85.0
3
<0.1%
84.0
5
<0.1%
83.0
3
<0.1%
82.0
12
<0.1%
81.0
6
<0.1%
80.0
11
<0.1%
79.0
13
<0.1%
78.0
8
<0.1%
77.0
22
0.1%
76.0
16
<0.1%
75.0
28
0.2%
gk_kicking
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

gk_handling
1.00
gk_diving
1.00
gk_reflexes
1.00
gk_positioning
1.00
goalkeeping_kicking
0.98
goalkeeping_reflexes
0.98
goalkeeping_diving
0.98
goalkeeping_handling
0.98
goalkeeping_positioning
0.98
gk_speed
0.96
lcm
-0.90
cm
-0.90
rcm
-0.90
lm
-0.90

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.99
team_position
0.61
nation_position
0.60
work_rate
0.32
weak_foot
0.28
preferred_foot
0.10
body_type
0.10
contract_valid_until
0.03
international_reputation
0.01
real_face
0.01
MOST FREQUENT VALUES

0.0
16,242
88.9%
60.0
128
0.7%
58.0
123
0.7%
61.0
119
0.7%
59.0
113
0.6%
65.0
105
0.6%
62.0
104
0.6%
64.0
103
0.6%
63.0
97
0.5%
56.0
92
0.5%
66.0
90
0.5%
57.0
79
0.4%
55.0
74
0.4%
54.0
73
0.4%
68.0
69
0.4%
SMALLEST VALUES

0.0
16,242
88.9%
35.0
1
<0.1%
38.0
1
<0.1%
40.0
1
<0.1%
42.0
2
<0.1%
43.0
2
<0.1%
44.0
7
<0.1%
45.0
9
<0.1%
46.0
8
<0.1%
47.0
11
<0.1%
48.0
17
<0.1%
49.0
18
<0.1%
50.0
30
0.2%
51.0
36
0.2%
52.0
45
0.2%
LARGEST VALUES

93.0
1
<0.1%
91.0
1
<0.1%
90.0
1
<0.1%
88.0
1
<0.1%
87.0
1
<0.1%
86.0
2
<0.1%
85.0
2
<0.1%
84.0
3
<0.1%
82.0
4
<0.1%
81.0
7
<0.1%
80.0
4
<0.1%
79.0
12
<0.1%
78.0
20
0.1%
77.0
19
0.1%
76.0
20
0.1%
gk_reflexes
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

gk_diving
1.00
gk_positioning
1.00
gk_handling
1.00
gk_kicking
1.00
goalkeeping_reflexes
0.99
goalkeeping_diving
0.98
goalkeeping_handling
0.98
goalkeeping_positioning
0.98
goalkeeping_kicking
0.98
gk_speed
0.97
lcm
-0.90
cm
-0.90
rcm
-0.90
lm
-0.90

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.99
team_position
0.62
nation_position
0.60
work_rate
0.32
weak_foot
0.29
preferred_foot
0.10
body_type
0.10
contract_valid_until
0.03
international_reputation
0.01
real_face
0.01
MOST FREQUENT VALUES

0.0
16,242
88.9%
68.0
115
0.6%
64.0
115
0.6%
65.0
104
0.6%
66.0
98
0.5%
70.0
88
0.5%
63.0
87
0.5%
69.0
86
0.5%
62.0
84
0.5%
71.0
82
0.4%
60.0
77
0.4%
58.0
76
0.4%
67.0
73
0.4%
59.0
70
0.4%
74.0
67
0.4%
SMALLEST VALUES

0.0
16,242
88.9%
45.0
2
<0.1%
46.0
4
<0.1%
47.0
1
<0.1%
48.0
10
<0.1%
49.0
6
<0.1%
50.0
12
<0.1%
51.0
11
<0.1%
52.0
26
0.1%
53.0
23
0.1%
54.0
45
0.2%
55.0
49
0.3%
56.0
45
0.2%
57.0
52
0.3%
58.0
76
0.4%
LARGEST VALUES

92.0
1
<0.1%
91.0
1
<0.1%
90.0
3
<0.1%
89.0
5
<0.1%
88.0
5
<0.1%
87.0
5
<0.1%
86.0
6
<0.1%
85.0
7
<0.1%
84.0
13
<0.1%
83.0
17
<0.1%
82.0
18
<0.1%
81.0
21
0.1%
80.0
22
0.1%
79.0
33
0.2%
78.0
30
0.2%
gk_speed
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

gk_reflexes
0.97
gk_diving
0.97
gk_positioning
0.97
gk_handling
0.96
gk_kicking
0.96
goalkeeping_reflexes
0.95
goalkeeping_diving
0.95
goalkeeping_positioning
0.95
goalkeeping_handling
0.95
goalkeeping_kicking
0.95
lcm
-0.87
cm
-0.87
rcm
-0.87
lm
-0.87

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.96
team_position
0.61
nation_position
0.59
work_rate
0.31
weak_foot
0.27
body_type
0.10
preferred_foot
0.10
contract_valid_until
0.03
international_reputation
0.01
real_face
0.00
MOST FREQUENT VALUES

0.0
16,242
88.9%
45.0
97
0.5%
44.0
81
0.4%
43.0
79
0.4%
42.0
72
0.4%
46.0
72
0.4%
41.0
71
0.4%
48.0
70
0.4%
26.0
62
0.3%
24.0
61
0.3%
37.0
60
0.3%
32.0
59
0.3%
29.0
57
0.3%
33.0
55
0.3%
35.0
54
0.3%
SMALLEST VALUES

0.0
16,242
88.9%
12.0
1
<0.1%
13.0
1
<0.1%
15.0
3
<0.1%
16.0
11
<0.1%
17.0
9
<0.1%
18.0
22
0.1%
19.0
21
0.1%
20.0
20
0.1%
21.0
34
0.2%
22.0
42
0.2%
23.0
49
0.3%
24.0
61
0.3%
25.0
45
0.2%
26.0
62
0.3%
LARGEST VALUES

65.0
2
<0.1%
64.0
2
<0.1%
63.0
6
<0.1%
62.0
1
<0.1%
61.0
3
<0.1%
60.0
15
<0.1%
59.0
6
<0.1%
58.0
10
<0.1%
57.0
19
0.1%
56.0
24
0.1%
55.0
27
0.1%
54.0
17
<0.1%
53.0
24
0.1%
52.0
38
0.2%
51.0
35
0.2%
gk_positioning
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

gk_handling
1.00
gk_diving
1.00
gk_reflexes
1.00
gk_kicking
1.00
goalkeeping_positioning
0.98
goalkeeping_reflexes
0.98
goalkeeping_diving
0.98
goalkeeping_handling
0.98
goalkeeping_kicking
0.98
gk_speed
0.97
lcm
-0.90
cm
-0.90
rcm
-0.90
lm
-0.90

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.99
team_position
0.62
nation_position
0.60
work_rate
0.32
weak_foot
0.28
body_type
0.10
preferred_foot
0.10
contract_valid_until
0.03
international_reputation
0.01
real_face
0.01
MOST FREQUENT VALUES

0.0
16,242
88.9%
65.0
116
0.6%
64.0
112
0.6%
66.0
111
0.6%
62.0
97
0.5%
63.0
92
0.5%
61.0
90
0.5%
67.0
89
0.5%
68.0
86
0.5%
60.0
83
0.5%
58.0
81
0.4%
70.0
79
0.4%
59.0
67
0.4%
69.0
65
0.4%
57.0
63
0.3%
SMALLEST VALUES

0.0
16,242
88.9%
41.0
4
<0.1%
42.0
5
<0.1%
43.0
7
<0.1%
44.0
10
<0.1%
45.0
14
<0.1%
46.0
10
<0.1%
47.0
15
<0.1%
48.0
23
0.1%
49.0
26
0.1%
50.0
28
0.2%
51.0
32
0.2%
52.0
40
0.2%
53.0
54
0.3%
54.0
49
0.3%
LARGEST VALUES

91.0
1
<0.1%
90.0
2
<0.1%
89.0
1
<0.1%
88.0
1
<0.1%
86.0
4
<0.1%
85.0
4
<0.1%
84.0
5
<0.1%
83.0
4
<0.1%
82.0
14
<0.1%
81.0
10
<0.1%
80.0
14
<0.1%
79.0
20
0.1%
78.0
17
<0.1%
77.0
24
0.1%
76.0
31
0.2%
player_traits
MISSING:
---
11,213
61%
-
-
Early Crosser
370
2%
-
-
Power Free-Kick
354
2%
-
-
Long Passer (CPU AI Only)
296
2%
-
-
Crowd Favourite
294
2%
-
-
Argues with Officials
259
1%
-
-
Injury Prone
237
1%
-
-
Leadership
188
1%
-
-
Selfish, Crowd Favourite
160
<1%
-
-
Inflexible
158
<1%
-
-
Giant Throw-in
143
<1%
-
-
Diver
141
<1%
-
-
Finesse Shot
137
<1%
-
-
Dives Into Tackles (CPU AI Only)
136
<1%
-
-
Selfish
121
<1%
-
-
Acrobatic Clearance
108
<1%
-
-
Beat Offside Trap
104
<1%
-
-
Avoids Using Weaker Foot
95
<1%
-
-
Second Wind
72
<1%
-
-
Selfish, Early Crosser
68
<1%
-
-
Speed Dribbler (CPU AI Only)
64
<1%
-
-
Argues with Officials, Crowd Favourite
62
<1%
-
-
Flair
61
<1%
-
-
Injury Free
60
<1%
-
-
Power Free-Kick, Early Crosser
54
<1%
-
-
Argues with Officials, Early Crosser
46
<1%
-
-
Leadership, Argues with Officials
45
<1%
-
-
Power Free-Kick, Long Passer (CPU AI Only)
43
<1%
-
-
Swerve Pass
43
<1%
-
-
Finesse Shot, Crowd Favourite
40
<1%
-
-
Power Free-Kick, Injury Prone
39
<1%
-
-
Injury Free, Early Crosser
39
<1%
-
-
Long Throw-in
39
<1%
-
-
Selfish, Argues with Officials, Crowd Favourite
38
<1%
-
-
Avoids Using Weaker Foot, Giant Throw-in
38
<1%
-
-
Injury Prone, Long Passer (CPU AI Only)
38
<1%
-
-
Argues with Officials, Finesse Shot
36
<1%
-
-
Early Crosser, Crowd Favourite
36
<1%
-
-
Selfish, Finesse Shot, Crowd Favourite
34
<1%
-
-
Beat Offside Trap, Crowd Favourite
33
<1%
-
-
Injury Free, Selfish, Crowd Favourite
31
<1%
-
-
Leadership, Long Passer (CPU AI Only)
30
<1%
-
-
Dives Into Tackles (CPU AI Only), Early Crosser
30
<1%
-
-
Flair Passes
28
<1%
-
-
Selfish, Argues with Officials
27
<1%
-
-
Avoids Using Weaker Foot, Long Passer (CPU AI Only)
27
<1%
-
-
Injury Prone, Leadership
27
<1%
-
-
Flair, Acrobatic Clearance
27
<1%
-
-
Long Throw-in, Argues with Officials
27
<1%
-
-
Beat Offside Trap, Early Crosser
26
<1%
-
-
Leadership, Finesse Shot
25
<1%
-
-
Selfish, Early Crosser, Crowd Favourite
24
<1%
-
-
Inflexible, Dives Into Tackles (CPU AI Only)
24
<1%
-
-
Injury Prone, Argues with Officials
23
<1%
-
-
Long Shot Taker (CPU AI Only)
22
<1%
-
-
Diver, Giant Throw-in
22
<1%
-
-
Diver, Injury Prone
21
<1%
-
-
Injury Prone, Avoids Using Weaker Foot
21
<1%
-
-
Inflexible, Early Crosser
20
<1%
-
-
Diver, Long Passer (CPU AI Only)
19
<1%
-
-
Beat Offside Trap, Argues with Officials
2,235
12%
-
-
(Other)
attacking_crossing
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

lm
0.87
rm
0.87
lw
0.87
rw
0.87
skill_dribbling
0.86
lam
0.85
cam
0.85
ram
0.85
skill_ball_control
0.85
lcm
0.84
cm
0.84
rcm
0.84
lf
0.84
cf
0.84

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.80
team_position
0.54
nation_position
0.53
work_rate
0.39
weak_foot
0.32
preferred_foot
0.20
international_reputation
0.19
real_face
0.18
body_type
0.10
contract_valid_until
0.06
MOST FREQUENT VALUES

62
549
3.0%
65
522
2.9%
58
522
2.9%
60
514
2.8%
64
504
2.8%
59
490
2.7%
61
469
2.6%
57
460
2.5%
63
454
2.5%
56
430
2.4%
66
428
2.3%
68
415
2.3%
55
415
2.3%
67
408
2.2%
52
396
2.2%
SMALLEST VALUES

5
1
<0.1%
6
3
<0.1%
7
8
<0.1%
8
27
0.1%
9
38
0.2%
10
160
0.9%
11
274
1.5%
12
272
1.5%
13
311
1.7%
14
254
1.4%
15
158
0.9%
16
95
0.5%
17
90
0.5%
18
113
0.6%
19
75
0.4%
LARGEST VALUES

93
1
<0.1%
91
3
<0.1%
90
2
<0.1%
89
4
<0.1%
88
4
<0.1%
87
6
<0.1%
86
15
<0.1%
85
9
<0.1%
84
20
0.1%
83
24
0.1%
82
42
0.2%
81
39
0.2%
80
51
0.3%
79
65
0.4%
78
113
0.6%
attacking_finishing
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

mentality_positioning
0.90
attacking_volleys
0.89
power_long_shots
0.88
ls
0.85
st
0.85
rs
0.85
lf
0.85
cf
0.85
rf
0.85
mentality_penalties
0.85
lw
0.83
rw
0.83
skill_dribbling
0.83
lam
0.82

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.77
team_position
0.56
nation_position
0.55
work_rate
0.47
weak_foot
0.37
international_reputation
0.18
real_face
0.16
body_type
0.09
contract_valid_until
0.06
preferred_foot
0.04
MOST FREQUENT VALUES

58
497
2.7%
60
444
2.4%
65
437
2.4%
62
421
2.3%
59
419
2.3%
63
413
2.3%
64
409
2.2%
66
390
2.1%
61
374
2.0%
55
358
2.0%
57
354
1.9%
67
337
1.8%
54
333
1.8%
68
332
1.8%
56
331
1.8%
SMALLEST VALUES

2
2
<0.1%
3
2
<0.1%
4
8
<0.1%
5
92
0.5%
6
120
0.7%
7
139
0.8%
8
182
1.0%
9
185
1.0%
10
124
0.7%
11
174
1.0%
12
191
1.0%
13
173
0.9%
14
162
0.9%
15
170
0.9%
16
154
0.8%
LARGEST VALUES

95
1
<0.1%
94
2
<0.1%
93
1
<0.1%
91
1
<0.1%
90
1
<0.1%
89
5
<0.1%
88
8
<0.1%
87
7
<0.1%
86
14
<0.1%
85
9
<0.1%
84
19
0.1%
83
21
0.1%
82
23
0.1%
81
26
0.1%
80
53
0.3%
attacking_heading_accuracy
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

lcb
0.81
cb
0.81
rcb
0.81
ldm
0.78
cdm
0.78
rdm
0.78
lb
0.77
rb
0.77
gk_handling
-0.77
gk_diving
-0.77
gk_kicking
-0.77
gk_reflexes
-0.77
gk_positioning
-0.76
lwb
0.76

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.78
team_position
0.55
nation_position
0.54
work_rate
0.35
weak_foot
0.24
international_reputation
0.16
real_face
0.15
body_type
0.06
contract_valid_until
0.06
preferred_foot
0.04
MOST FREQUENT VALUES

58
640
3.5%
60
592
3.2%
59
556
3.0%
55
553
3.0%
65
540
3.0%
62
531
2.9%
64
509
2.8%
57
471
2.6%
54
467
2.6%
52
454
2.5%
61
452
2.5%
56
451
2.5%
49
439
2.4%
63
439
2.4%
68
434
2.4%
SMALLEST VALUES

5
3
<0.1%
6
2
<0.1%
7
7
<0.1%
8
19
0.1%
9
25
0.1%
10
174
1.0%
11
255
1.4%
12
276
1.5%
13
307
1.7%
14
269
1.5%
15
149
0.8%
16
120
0.7%
17
79
0.4%
18
89
0.5%
19
76
0.4%
LARGEST VALUES

93
3
<0.1%
92
3
<0.1%
91
2
<0.1%
90
6
<0.1%
89
4
<0.1%
88
2
<0.1%
87
5
<0.1%
86
17
<0.1%
85
21
0.1%
84
22
0.1%
83
47
0.3%
82
52
0.3%
81
48
0.3%
80
71
0.4%
79
90
0.5%
attacking_short_passing
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

lcm
0.93
cm
0.93
rcm
0.93
skill_ball_control
0.92
lam
0.91
cam
0.91
ram
0.91
lm
0.90
rm
0.90
skill_long_passing
0.90
lf
0.89
cf
0.89
rf
0.89
lw
0.88

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.83
team_position
0.52
nation_position
0.52
weak_foot
0.34
work_rate
0.34
international_reputation
0.24
real_face
0.23
preferred_foot
0.10
contract_valid_until
0.09
body_type
0.08
MOST FREQUENT VALUES

64
841
4.6%
65
825
4.5%
63
802
4.4%
62
795
4.3%
68
767
4.2%
66
737
4.0%
67
723
4.0%
60
637
3.5%
70
576
3.2%
58
575
3.1%
59
566
3.1%
61
549
3.0%
69
540
3.0%
72
481
2.6%
57
466
2.5%
SMALLEST VALUES

7
1
<0.1%
8
1
<0.1%
11
8
<0.1%
12
17
<0.1%
13
13
<0.1%
14
12
<0.1%
15
59
0.3%
16
40
0.2%
17
55
0.3%
18
45
0.2%
19
62
0.3%
20
80
0.4%
21
78
0.4%
22
83
0.5%
23
134
0.7%
LARGEST VALUES

92
4
<0.1%
91
4
<0.1%
90
3
<0.1%
89
7
<0.1%
88
5
<0.1%
87
7
<0.1%
86
20
0.1%
85
29
0.2%
84
42
0.2%
83
53
0.3%
82
67
0.4%
81
75
0.4%
80
107
0.6%
79
136
0.7%
78
172
0.9%
attacking_volleys
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

attacking_finishing
0.89
power_long_shots
0.87
mentality_positioning
0.86
mentality_penalties
0.84
ls
0.84
st
0.84
rs
0.84
lf
0.83
cf
0.83
rf
0.83
lw
0.82
rw
0.82
lam
0.82
cam
0.82

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.77
team_position
0.53
nation_position
0.52
work_rate
0.43
weak_foot
0.38
international_reputation
0.24
real_face
0.19
body_type
0.08
contract_valid_until
0.06
preferred_foot
0.05
MOST FREQUENT VALUES

48
404
2.2%
45
390
2.1%
59
388
2.1%
42
383
2.1%
55
378
2.1%
49
376
2.1%
52
371
2.0%
58
362
2.0%
53
359
2.0%
41
359
2.0%
44
356
1.9%
43
349
1.9%
32
346
1.9%
40
345
1.9%
38
345
1.9%
SMALLEST VALUES

3
2
<0.1%
4
12
<0.1%
5
107
0.6%
6
124
0.7%
7
128
0.7%
8
174
1.0%
9
160
0.9%
10
100
0.5%
11
136
0.7%
12
183
1.0%
13
196
1.1%
14
157
0.9%
15
151
0.8%
16
113
0.6%
17
113
0.6%
LARGEST VALUES

90
4
<0.1%
88
6
<0.1%
87
4
<0.1%
86
5
<0.1%
85
9
<0.1%
84
14
<0.1%
83
16
<0.1%
82
17
<0.1%
81
21
0.1%
80
22
0.1%
79
24
0.1%
78
43
0.2%
77
51
0.3%
76
80
0.4%
75
90
0.5%
skill_dribbling
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

lw
0.96
rw
0.96
lf
0.95
cf
0.95
rf
0.95
lam
0.95
cam
0.95
ram
0.95
lm
0.95
rm
0.95
skill_ball_control
0.94
ls
0.93
st
0.93
rs
0.93

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.90
team_position
0.55
nation_position
0.54
work_rate
0.43
weak_foot
0.37
international_reputation
0.18
real_face
0.17
preferred_foot
0.13
body_type
0.12
contract_valid_until
0.08
MOST FREQUENT VALUES

65
740
4.0%
63
718
3.9%
62
707
3.9%
64
702
3.8%
66
637
3.5%
68
625
3.4%
67
615
3.4%
61
536
2.9%
59
521
2.9%
58
520
2.8%
60
511
2.8%
70
483
2.6%
69
473
2.6%
71
464
2.5%
57
456
2.5%
SMALLEST VALUES

4
5
<0.1%
5
33
0.2%
6
43
0.2%
7
63
0.3%
8
79
0.4%
9
87
0.5%
10
138
0.8%
11
194
1.1%
12
226
1.2%
13
212
1.2%
14
220
1.2%
15
149
0.8%
16
125
0.7%
17
89
0.5%
18
94
0.5%
LARGEST VALUES

97
1
<0.1%
96
1
<0.1%
95
1
<0.1%
92
4
<0.1%
91
2
<0.1%
90
13
<0.1%
89
9
<0.1%
88
19
0.1%
87
21
0.1%
86
33
0.2%
85
44
0.2%
84
48
0.3%
83
67
0.4%
82
90
0.5%
81
68
0.4%
skill_curve
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

skill_fk_accuracy
0.86
skill_dribbling
0.85
lw
0.84
rw
0.84
power_long_shots
0.84
lam
0.84
cam
0.84
ram
0.84
attacking_crossing
0.84
lf
0.84
cf
0.84
rf
0.84
skill_ball_control
0.83
lm
0.83

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.80
team_position
0.51
nation_position
0.50
work_rate
0.41
weak_foot
0.36
international_reputation
0.23
real_face
0.20
preferred_foot
0.15
body_type
0.09
contract_valid_until
0.06
MOST FREQUENT VALUES

58
421
2.3%
48
407
2.2%
45
387
2.1%
59
383
2.1%
60
382
2.1%
49
381
2.1%
55
373
2.0%
42
363
2.0%
63
360
2.0%
64
360
2.0%
65
358
2.0%
62
356
1.9%
53
351
1.9%
54
343
1.9%
57
341
1.9%
SMALLEST VALUES

6
4
<0.1%
7
5
<0.1%
8
18
<0.1%
9
33
0.2%
10
167
0.9%
11
224
1.2%
12
265
1.4%
13
305
1.7%
14
248
1.4%
15
158
0.9%
16
137
0.7%
17
89
0.5%
18
104
0.6%
19
112
0.6%
20
126
0.7%
LARGEST VALUES

94
1
<0.1%
93
1
<0.1%
92
1
<0.1%
91
1
<0.1%
90
5
<0.1%
89
5
<0.1%
88
7
<0.1%
87
10
<0.1%
86
20
0.1%
85
36
0.2%
84
28
0.2%
83
44
0.2%
82
63
0.3%
81
69
0.4%
80
87
0.5%
skill_fk_accuracy
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

skill_curve
0.86
power_long_shots
0.81
lam
0.77
cam
0.77
ram
0.77
lw
0.77
rw
0.77
lf
0.76
cf
0.76
rf
0.76
attacking_crossing
0.76
skill_ball_control
0.76
skill_dribbling
0.76
lm
0.76

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.73
team_position
0.49
nation_position
0.48
weak_foot
0.34
work_rate
0.34
international_reputation
0.22
real_face
0.17
preferred_foot
0.14
body_type
0.07
contract_valid_until
0.04
MOST FREQUENT VALUES

35
478
2.6%
39
472
2.6%
40
471
2.6%
42
465
2.5%
32
459
2.5%
34
424
2.3%
30
418
2.3%
38
417
2.3%
41
409
2.2%
31
409
2.2%
37
384
2.1%
33
381
2.1%
48
373
2.0%
36
373
2.0%
29
370
2.0%
SMALLEST VALUES

4
1
<0.1%
6
3
<0.1%
7
13
<0.1%
8
27
0.1%
9
32
0.2%
10
155
0.8%
11
248
1.4%
12
325
1.8%
13
308
1.7%
14
260
1.4%
15
157
0.9%
16
109
0.6%
17
89
0.5%
18
100
0.5%
19
97
0.5%
LARGEST VALUES

94
1
<0.1%
92
2
<0.1%
91
2
<0.1%
90
3
<0.1%
89
2
<0.1%
88
4
<0.1%
87
7
<0.1%
86
8
<0.1%
85
14
<0.1%
84
11
<0.1%
83
14
<0.1%
82
24
0.1%
81
26
0.1%
80
42
0.2%
79
43
0.2%
skill_long_passing
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

attacking_short_passing
0.90
lcm
0.84
cm
0.84
rcm
0.84
ldm
0.81
cdm
0.81
rdm
0.81
skill_ball_control
0.79
lwb
0.79
rwb
0.79
lam
0.78
cam
0.78
ram
0.78
lm
0.77

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.69
team_position
0.49
nation_position
0.49
work_rate
0.30
weak_foot
0.30
international_reputation
0.24
real_face
0.22
preferred_foot
0.10
body_type
0.07
contract_valid_until
0.07
MOST FREQUENT VALUES

59
635
3.5%
62
630
3.4%
58
620
3.4%
63
583
3.2%
65
582
3.2%
60
566
3.1%
64
563
3.1%
55
539
2.9%
61
508
2.8%
57
500
2.7%
53
472
2.6%
66
464
2.5%
54
455
2.5%
68
444
2.4%
56
434
2.4%
SMALLEST VALUES

8
1
<0.1%
9
3
<0.1%
10
2
<0.1%
11
7
<0.1%
12
17
<0.1%
13
22
0.1%
14
18
<0.1%
15
56
0.3%
16
67
0.4%
17
66
0.4%
18
85
0.5%
19
82
0.4%
20
114
0.6%
21
131
0.7%
22
164
0.9%
LARGEST VALUES

92
2
<0.1%
91
1
<0.1%
90
2
<0.1%
89
3
<0.1%
88
2
<0.1%
87
8
<0.1%
86
4
<0.1%
85
13
<0.1%
84
8
<0.1%
83
25
0.1%
82
34
0.2%
81
40
0.2%
80
55
0.3%
79
61
0.3%
78
65
0.4%
skill_ball_control
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

lam
0.97
cam
0.97
ram
0.97
lf
0.96
cf
0.96
rf
0.96
lm
0.96
rm
0.96
lw
0.96
rw
0.96
lcm
0.95
cm
0.95
rcm
0.95
ls
0.95

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.90
team_position
0.55
nation_position
0.54
work_rate
0.39
weak_foot
0.38
international_reputation
0.22
real_face
0.20
preferred_foot
0.11
body_type
0.09
contract_valid_until
0.09
MOST FREQUENT VALUES

64
833
4.6%
65
815
4.5%
66
750
4.1%
63
745
4.1%
68
724
4.0%
62
703
3.8%
67
686
3.8%
70
667
3.6%
60
633
3.5%
61
592
3.2%
69
565
3.1%
72
549
3.0%
59
531
2.9%
58
526
2.9%
71
478
2.6%
SMALLEST VALUES

5
1
<0.1%
8
1
<0.1%
9
6
<0.1%
10
50
0.3%
11
63
0.3%
12
98
0.5%
13
80
0.4%
14
107
0.6%
15
114
0.6%
16
124
0.7%
17
112
0.6%
18
147
0.8%
19
148
0.8%
20
146
0.8%
21
116
0.6%
LARGEST VALUES

96
1
<0.1%
95
1
<0.1%
94
1
<0.1%
93
3
<0.1%
92
5
<0.1%
91
5
<0.1%
90
7
<0.1%
89
11
<0.1%
88
18
<0.1%
87
16
<0.1%
86
25
0.1%
85
47
0.3%
84
58
0.3%
83
56
0.3%
82
91
0.5%
movement_acceleration
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

movement_sprint_speed
0.92
movement_agility
0.82
lw
0.75
rw
0.75
skill_dribbling
0.75
lm
0.74
rm
0.74
lf
0.73
cf
0.73
rf
0.73
movement_balance
0.72
lam
0.72
cam
0.72
ram
0.72

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.71
team_position
0.45
nation_position
0.45
work_rate
0.41
weak_foot
0.28
body_type
0.14
preferred_foot
0.12
contract_valid_until
0.09
real_face
0.05
international_reputation
0.03
MOST FREQUENT VALUES

68
687
3.8%
67
659
3.6%
69
647
3.5%
66
621
3.4%
65
614
3.4%
74
568
3.1%
72
566
3.1%
70
551
3.0%
75
551
3.0%
73
550
3.0%
71
544
3.0%
64
535
2.9%
76
524
2.9%
77
520
2.8%
63
489
2.7%
SMALLEST VALUES

12
1
<0.1%
13
1
<0.1%
14
2
<0.1%
15
15
<0.1%
16
22
0.1%
17
22
0.1%
18
30
0.2%
19
17
<0.1%
20
33
0.2%
21
34
0.2%
22
34
0.2%
23
30
0.2%
24
36
0.2%
25
46
0.3%
26
43
0.2%
LARGEST VALUES

97
1
<0.1%
96
2
<0.1%
95
9
<0.1%
94
27
0.1%
93
48
0.3%
92
62
0.3%
91
88
0.5%
90
107
0.6%
89
102
0.6%
88
113
0.6%
87
128
0.7%
86
162
0.9%
85
163
0.9%
84
189
1.0%
83
215
1.2%
movement_sprint_speed
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

movement_acceleration
0.92
movement_agility
0.77
lw
0.74
rw
0.74
lm
0.73
rm
0.73
skill_dribbling
0.73
lf
0.72
cf
0.72
rf
0.72
lam
0.71
cam
0.71
ram
0.71
ls
0.70

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.69
team_position
0.44
nation_position
0.44
work_rate
0.40
weak_foot
0.27
body_type
0.12
preferred_foot
0.11
contract_valid_until
0.09
real_face
0.05
international_reputation
0.03
MOST FREQUENT VALUES

68
702
3.8%
69
678
3.7%
67
668
3.7%
66
637
3.5%
65
596
3.3%
74
592
3.2%
72
586
3.2%
73
583
3.2%
75
582
3.2%
71
564
3.1%
70
563
3.1%
64
550
3.0%
76
533
2.9%
77
505
2.8%
63
500
2.7%
SMALLEST VALUES

11
2
<0.1%
12
1
<0.1%
13
1
<0.1%
14
1
<0.1%
15
21
0.1%
16
25
0.1%
17
22
0.1%
18
27
0.1%
19
19
0.1%
20
32
0.2%
21
26
0.1%
22
31
0.2%
23
38
0.2%
24
30
0.2%
25
40
0.2%
LARGEST VALUES

96
4
<0.1%
95
7
<0.1%
94
18
<0.1%
93
35
0.2%
92
67
0.4%
91
79
0.4%
90
121
0.7%
89
76
0.4%
88
107
0.6%
87
135
0.7%
86
139
0.8%
85
179
1.0%
84
197
1.1%
83
209
1.1%
82
229
1.3%
movement_agility
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

movement_acceleration
0.82
movement_balance
0.78
movement_sprint_speed
0.77
skill_dribbling
0.77
lw
0.75
rw
0.75
lm
0.74
rm
0.74
lam
0.73
cam
0.73
ram
0.73
lf
0.73
cf
0.73
rf
0.73

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.71
team_position
0.45
nation_position
0.45
work_rate
0.40
weak_foot
0.31
body_type
0.14
preferred_foot
0.10
international_reputation
0.09
real_face
0.09
contract_valid_until
0.06
MOST FREQUENT VALUES

68
607
3.3%
67
584
3.2%
70
578
3.2%
72
573
3.1%
65
570
3.1%
69
567
3.1%
66
560
3.1%
74
545
3.0%
71
543
3.0%
73
543
3.0%
75
512
2.8%
63
502
2.7%
64
500
2.7%
76
476
2.6%
62
474
2.6%
SMALLEST VALUES

11
1
<0.1%
14
1
<0.1%
15
1
<0.1%
17
1
<0.1%
18
8
<0.1%
19
5
<0.1%
20
3
<0.1%
21
21
0.1%
22
33
0.2%
23
27
0.1%
24
30
0.2%
25
44
0.2%
26
34
0.2%
27
38
0.2%
28
51
0.3%
LARGEST VALUES

96
1
<0.1%
95
5
<0.1%
94
18
<0.1%
93
33
0.2%
92
64
0.4%
91
85
0.5%
90
116
0.6%
89
82
0.4%
88
101
0.6%
87
112
0.6%
86
132
0.7%
85
161
0.9%
84
177
1.0%
83
220
1.2%
82
214
1.2%
movement_reactions
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

overall
0.86
mentality_composure
0.69
passing
0.58
value_eur
0.56
release_clause_eur
0.53
power_shot_power
0.52
potential
0.52
mentality_vision
0.52
dribbling
0.51
wage_eur
0.51
attacking_short_passing
0.50
skill_long_passing
0.48
age
0.46
skill_ball_control
0.46

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

international_reputation
0.44
skill_moves
0.41
real_face
0.39
team_position
0.37
nation_position
0.37
work_rate
0.25
weak_foot
0.23
contract_valid_until
0.14
body_type
0.10
preferred_foot
0.02
MOST FREQUENT VALUES

62
855
4.7%
63
841
4.6%
65
837
4.6%
58
821
4.5%
64
821
4.5%
60
792
4.3%
66
761
4.2%
68
711
3.9%
59
702
3.8%
61
695
3.8%
67
652
3.6%
57
605
3.3%
55
591
3.2%
56
584
3.2%
70
565
3.1%
SMALLEST VALUES

21
1
<0.1%
24
1
<0.1%
25
2
<0.1%
27
1
<0.1%
28
4
<0.1%
29
3
<0.1%
30
4
<0.1%
31
9
<0.1%
32
12
<0.1%
33
12
<0.1%
34
7
<0.1%
35
15
<0.1%
36
20
0.1%
37
27
0.1%
38
35
0.2%
LARGEST VALUES

96
1
<0.1%
95
1
<0.1%
93
1
<0.1%
92
5
<0.1%
91
4
<0.1%
90
3
<0.1%
89
7
<0.1%
88
7
<0.1%
87
14
<0.1%
86
14
<0.1%
85
26
0.1%
84
44
0.2%
83
54
0.3%
82
86
0.5%
81
79
0.4%
movement_balance
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

height_cm
-0.79
movement_agility
0.78
movement_acceleration
0.72
skill_dribbling
0.67
weight_kg
-0.67
lw
0.66
rw
0.66
movement_sprint_speed
0.65
lm
0.65
rm
0.65
lam
0.64
cam
0.64
ram
0.64
lf
0.63

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.62
team_position
0.42
nation_position
0.42
work_rate
0.32
weak_foot
0.26
body_type
0.12
preferred_foot
0.09
real_face
0.05
contract_valid_until
0.05
international_reputation
0.04
MOST FREQUENT VALUES

68
607
3.3%
66
604
3.3%
69
601
3.3%
67
598
3.3%
71
593
3.2%
72
580
3.2%
70
580
3.2%
65
577
3.2%
73
550
3.0%
64
537
2.9%
75
520
2.8%
74
513
2.8%
63
509
2.8%
76
484
2.6%
62
466
2.5%
SMALLEST VALUES

12
1
<0.1%
17
3
<0.1%
19
4
<0.1%
20
7
<0.1%
21
21
0.1%
22
32
0.2%
23
20
0.1%
24
26
0.1%
25
26
0.1%
26
35
0.2%
27
31
0.2%
28
42
0.2%
29
63
0.3%
30
64
0.4%
31
77
0.4%
LARGEST VALUES

97
1
<0.1%
96
2
<0.1%
95
7
<0.1%
94
23
0.1%
93
42
0.2%
92
62
0.3%
91
79
0.4%
90
101
0.6%
89
86
0.5%
88
103
0.6%
87
114
0.6%
86
133
0.7%
85
149
0.8%
84
181
1.0%
83
193
1.1%
power_shot_power
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

power_long_shots
0.80
shooting
0.79
attacking_volleys
0.74
attacking_finishing
0.72
skill_curve
0.68
mentality_vision
0.67
mentality_penalties
0.67
mentality_positioning
0.66
skill_fk_accuracy
0.65
ls
0.62
st
0.62
rs
0.62
skill_ball_control
0.62
mentality_composure
0.62

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.59
team_position
0.41
nation_position
0.41
work_rate
0.36
weak_foot
0.32
international_reputation
0.30
real_face
0.25
body_type
0.09
contract_valid_until
0.07
preferred_foot
0.03
MOST FREQUENT VALUES

65
578
3.2%
68
569
3.1%
62
537
2.9%
70
536
2.9%
66
524
2.9%
64
523
2.9%
58
485
2.7%
63
472
2.6%
60
469
2.6%
55
467
2.6%
67
467
2.6%
59
466
2.5%
61
462
2.5%
56
455
2.5%
44
425
2.3%
SMALLEST VALUES

14
1
<0.1%
15
1
<0.1%
16
1
<0.1%
17
1
<0.1%
18
1
<0.1%
20
18
<0.1%
21
21
0.1%
22
22
0.1%
23
23
0.1%
24
33
0.2%
25
36
0.2%
26
38
0.2%
27
36
0.2%
28
57
0.3%
29
57
0.3%
LARGEST VALUES

95
2
<0.1%
94
1
<0.1%
92
1
<0.1%
91
1
<0.1%
90
8
<0.1%
89
5
<0.1%
88
14
<0.1%
87
16
<0.1%
86
39
0.2%
85
61
0.3%
84
83
0.5%
83
74
0.4%
82
100
0.5%
81
118
0.6%
80
191
1.0%
power_jumping
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

attacking_heading_accuracy
0.40
physic
0.39
mentality_aggression
0.39
power_stamina
0.35
lcb
0.35
cb
0.35
rcb
0.35
power_strength
0.32
mentality_interceptions
0.30
lb
0.30
rb
0.30
ldm
0.30
cdm
0.30
rdm
0.30

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

team_position
0.26
nation_position
0.25
skill_moves
0.23
work_rate
0.22
international_reputation
0.12
body_type
0.11
real_face
0.11
weak_foot
0.09
contract_valid_until
0.05
preferred_foot
0.03
MOST FREQUENT VALUES

70
692
3.8%
72
683
3.7%
71
659
3.6%
67
650
3.6%
68
638
3.5%
64
627
3.4%
65
623
3.4%
66
619
3.4%
63
601
3.3%
69
601
3.3%
73
598
3.3%
62
585
3.2%
60
579
3.2%
74
548
3.0%
61
529
2.9%
SMALLEST VALUES

19
1
<0.1%
22
2
<0.1%
23
1
<0.1%
25
2
<0.1%
26
2
<0.1%
27
5
<0.1%
28
2
<0.1%
29
12
<0.1%
30
32
0.2%
31
54
0.3%
32
70
0.4%
33
82
0.4%
34
94
0.5%
35
67
0.4%
36
56
0.3%
LARGEST VALUES

95
3
<0.1%
94
4
<0.1%
93
21
0.1%
92
53
0.3%
91
69
0.4%
90
102
0.6%
89
54
0.3%
88
72
0.4%
87
81
0.4%
86
95
0.5%
85
132
0.7%
84
157
0.9%
83
189
1.0%
82
231
1.3%
81
279
1.5%
power_stamina
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

lwb
0.83
rwb
0.83
lb
0.82
rb
0.82
ldm
0.80
cdm
0.80
rdm
0.80
lcm
0.80
cm
0.80
rcm
0.80
lm
0.78
rm
0.78
lcb
0.76
cb
0.76

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.74
team_position
0.53
nation_position
0.53
work_rate
0.41
weak_foot
0.26
real_face
0.10
international_reputation
0.08
preferred_foot
0.08
contract_valid_until
0.07
body_type
0.04
MOST FREQUENT VALUES

68
633
3.5%
70
616
3.4%
67
609
3.3%
66
605
3.3%
71
602
3.3%
72
595
3.3%
69
585
3.2%
65
583
3.2%
73
571
3.1%
64
557
3.0%
74
555
3.0%
75
529
2.9%
63
511
2.8%
62
495
2.7%
76
458
2.5%
SMALLEST VALUES

12
1
<0.1%
13
3
<0.1%
14
3
<0.1%
15
3
<0.1%
16
24
0.1%
17
37
0.2%
18
47
0.3%
19
49
0.3%
20
60
0.3%
21
70
0.4%
22
74
0.4%
23
79
0.4%
24
79
0.4%
25
118
0.6%
26
83
0.5%
LARGEST VALUES

97
1
<0.1%
96
1
<0.1%
95
3
<0.1%
94
8
<0.1%
93
33
0.2%
92
58
0.3%
91
83
0.5%
90
116
0.6%
89
81
0.4%
88
100
0.5%
87
111
0.6%
86
137
0.7%
85
163
0.9%
84
167
0.9%
83
198
1.1%
power_strength
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

physic
0.84
weight_kg
0.61
height_cm
0.54
attacking_heading_accuracy
0.49
mentality_aggression
0.48
movement_balance
-0.38
lcb
0.37
cb
0.37
rcb
0.37
overall
0.36
mentality_interceptions
0.35
age
0.34
defending
0.34
defending_marking
0.34

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

nation_position
0.41
team_position
0.41
body_type
0.29
work_rate
0.28
skill_moves
0.21
international_reputation
0.14
real_face
0.12
preferred_foot
0.05
contract_valid_until
0.04
weak_foot
0.03
MOST FREQUENT VALUES

68
645
3.5%
70
622
3.4%
67
607
3.3%
73
600
3.3%
72
598
3.3%
69
596
3.3%
64
589
3.2%
71
587
3.2%
66
587
3.2%
65
572
3.1%
75
553
3.0%
62
553
3.0%
74
548
3.0%
60
520
2.8%
61
515
2.8%
SMALLEST VALUES

20
3
<0.1%
22
1
<0.1%
24
2
<0.1%
25
4
<0.1%
26
3
<0.1%
27
3
<0.1%
28
6
<0.1%
29
18
<0.1%
30
34
0.2%
31
55
0.3%
32
61
0.3%
33
76
0.4%
34
82
0.4%
35
53
0.3%
36
52
0.3%
LARGEST VALUES

97
1
<0.1%
95
3
<0.1%
94
10
<0.1%
93
33
0.2%
92
62
0.3%
91
81
0.4%
90
121
0.7%
89
72
0.4%
88
101
0.6%
87
104
0.6%
86
128
0.7%
85
167
0.9%
84
186
1.0%
83
222
1.2%
82
225
1.2%
power_long_shots
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

attacking_finishing
0.88
attacking_volleys
0.87
mentality_positioning
0.87
lf
0.86
cf
0.86
rf
0.86
ls
0.86
st
0.86
rs
0.86
lam
0.86
cam
0.86
ram
0.86
lw
0.85
rw
0.85

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.78
team_position
0.53
nation_position
0.52
work_rate
0.42
weak_foot
0.38
international_reputation
0.22
real_face
0.18
preferred_foot
0.07
body_type
0.07
contract_valid_until
0.06
MOST FREQUENT VALUES

58
502
2.7%
59
482
2.6%
62
465
2.5%
55
439
2.4%
60
427
2.3%
65
412
2.3%
64
402
2.2%
63
395
2.2%
52
392
2.1%
56
388
2.1%
68
384
2.1%
66
384
2.1%
61
382
2.1%
57
373
2.0%
54
372
2.0%
SMALLEST VALUES

4
6
<0.1%
5
107
0.6%
6
130
0.7%
7
126
0.7%
8
139
0.8%
9
159
0.9%
10
74
0.4%
11
117
0.6%
12
189
1.0%
13
172
0.9%
14
178
1.0%
15
194
1.1%
16
161
0.9%
17
182
1.0%
18
179
1.0%
LARGEST VALUES

94
1
<0.1%
93
1
<0.1%
92
1
<0.1%
90
4
<0.1%
89
4
<0.1%
88
5
<0.1%
87
4
<0.1%
86
11
<0.1%
85
6
<0.1%
84
23
0.1%
83
16
<0.1%
82
30
0.2%
81
44
0.2%
80
48
0.3%
79
49
0.3%
mentality_aggression
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

lcb
0.83
cb
0.83
rcb
0.83
ldm
0.80
cdm
0.80
rdm
0.80
lb
0.78
rb
0.78
lwb
0.76
rwb
0.76
mentality_interceptions
0.75
defending_standing_tackle
0.74
defending_marking
0.74
defending_sliding_tackle
0.72

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.61
team_position
0.49
nation_position
0.49
work_rate
0.41
international_reputation
0.19
real_face
0.18
weak_foot
0.17
body_type
0.11
preferred_foot
0.05
contract_valid_until
0.04
MOST FREQUENT VALUES

68
496
2.7%
70
487
2.7%
58
486
2.7%
65
478
2.6%
60
460
2.5%
55
447
2.4%
62
429
2.3%
67
427
2.3%
72
424
2.3%
59
419
2.3%
66
410
2.2%
63
409
2.2%
64
395
2.2%
69
380
2.1%
61
370
2.0%
SMALLEST VALUES

9
1
<0.1%
10
1
<0.1%
11
5
<0.1%
12
11
<0.1%
13
14
<0.1%
14
11
<0.1%
15
26
0.1%
16
64
0.4%
17
83
0.5%
18
93
0.5%
19
101
0.6%
20
117
0.6%
21
114
0.6%
22
141
0.8%
23
128
0.7%
LARGEST VALUES

95
1
<0.1%
94
3
<0.1%
93
3
<0.1%
92
16
<0.1%
91
10
<0.1%
90
33
0.2%
89
29
0.2%
88
56
0.3%
87
53
0.3%
86
59
0.3%
85
89
0.5%
84
108
0.6%
83
120
0.7%
82
151
0.8%
81
167
0.9%
mentality_interceptions
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

defending_standing_tackle
0.95
defending_sliding_tackle
0.93
defending_marking
0.91
lcb
0.86
cb
0.86
rcb
0.86
ldm
0.81
cdm
0.81
rdm
0.81
lb
0.80
rb
0.80
defending
0.77
lwb
0.76
rwb
0.76

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

team_position
0.56
nation_position
0.56
skill_moves
0.53
work_rate
0.43
international_reputation
0.14
real_face
0.14
weak_foot
0.12
preferred_foot
0.10
contract_valid_until
0.04
body_type
0.02
MOST FREQUENT VALUES

62
507
2.8%
64
492
2.7%
65
489
2.7%
63
466
2.5%
66
454
2.5%
60
430
2.4%
59
412
2.3%
67
412
2.3%
58
403
2.2%
61
398
2.2%
68
383
2.1%
22
383
2.1%
57
377
2.1%
23
374
2.0%
55
369
2.0%
SMALLEST VALUES

3
1
<0.1%
4
1
<0.1%
5
7
<0.1%
6
42
0.2%
7
62
0.3%
8
83
0.5%
9
67
0.4%
10
151
0.8%
11
170
0.9%
12
228
1.2%
13
205
1.1%
14
226
1.2%
15
227
1.2%
16
236
1.3%
17
247
1.4%
LARGEST VALUES

92
1
<0.1%
90
2
<0.1%
89
9
<0.1%
88
6
<0.1%
87
7
<0.1%
86
14
<0.1%
85
10
<0.1%
84
15
<0.1%
83
26
0.1%
82
54
0.3%
81
50
0.3%
80
72
0.4%
79
88
0.5%
78
104
0.6%
77
128
0.7%
mentality_positioning
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

lf
0.92
cf
0.92
rf
0.92
lw
0.91
rw
0.91
ls
0.91
st
0.91
rs
0.91
skill_dribbling
0.90
lam
0.90
cam
0.90
ram
0.90
attacking_finishing
0.90
lm
0.89

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.83
team_position
0.56
nation_position
0.56
work_rate
0.47
weak_foot
0.37
international_reputation
0.18
real_face
0.17
body_type
0.09
preferred_foot
0.09
contract_valid_until
0.07
MOST FREQUENT VALUES

58
586
3.2%
65
545
3.0%
62
540
3.0%
60
516
2.8%
64
507
2.8%
55
506
2.8%
59
506
2.8%
66
472
2.6%
68
470
2.6%
63
469
2.6%
57
465
2.5%
61
442
2.4%
56
438
2.4%
54
437
2.4%
67
437
2.4%
SMALLEST VALUES

2
4
<0.1%
3
6
<0.1%
4
93
0.5%
5
136
0.7%
6
172
0.9%
7
157
0.9%
8
160
0.9%
9
83
0.5%
10
127
0.7%
11
179
1.0%
12
180
1.0%
13
177
1.0%
14
142
0.8%
15
127
0.7%
16
112
0.6%
LARGEST VALUES

95
1
<0.1%
94
1
<0.1%
93
3
<0.1%
92
4
<0.1%
91
4
<0.1%
90
6
<0.1%
89
4
<0.1%
88
7
<0.1%
87
12
<0.1%
86
13
<0.1%
85
22
0.1%
84
38
0.2%
83
46
0.3%
82
48
0.3%
81
45
0.2%
mentality_vision
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

power_long_shots
0.76
passing
0.75
skill_curve
0.75
mentality_positioning
0.74
skill_dribbling
0.73
skill_fk_accuracy
0.72
skill_ball_control
0.71
attacking_short_passing
0.71
attacking_finishing
0.70
lam
0.70
cam
0.70
ram
0.70
attacking_volleys
0.70
skill_long_passing
0.69

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.67
team_position
0.47
nation_position
0.47
work_rate
0.36
weak_foot
0.35
international_reputation
0.29
real_face
0.25
contract_valid_until
0.08
body_type
0.08
preferred_foot
0.06
MOST FREQUENT VALUES

59
589
3.2%
58
588
3.2%
60
560
3.1%
65
546
3.0%
55
532
2.9%
64
529
2.9%
62
520
2.8%
57
507
2.8%
63
494
2.7%
54
489
2.7%
52
484
2.6%
53
452
2.5%
56
447
2.4%
51
446
2.4%
61
438
2.4%
SMALLEST VALUES

9
3
<0.1%
10
4
<0.1%
11
13
<0.1%
12
15
<0.1%
13
16
<0.1%
14
21
0.1%
15
16
<0.1%
16
13
<0.1%
17
10
<0.1%
18
26
0.1%
19
22
0.1%
20
32
0.2%
21
29
0.2%
22
46
0.3%
23
48
0.3%
LARGEST VALUES

94
2
<0.1%
92
1
<0.1%
91
2
<0.1%
90
2
<0.1%
89
4
<0.1%
88
5
<0.1%
87
7
<0.1%
86
22
0.1%
85
13
<0.1%
84
17
<0.1%
83
31
0.2%
82
42
0.2%
81
39
0.2%
80
67
0.4%
79
66
0.4%
mentality_penalties
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

attacking_finishing
0.85
attacking_volleys
0.84
ls
0.82
st
0.82
rs
0.82
power_long_shots
0.82
lf
0.81
cf
0.81
rf
0.81
mentality_positioning
0.81
lam
0.80
cam
0.80
ram
0.80
lw
0.80

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.75
team_position
0.50
nation_position
0.49
work_rate
0.39
weak_foot
0.35
international_reputation
0.22
real_face
0.16
body_type
0.06
preferred_foot
0.05
contract_valid_until
0.04
MOST FREQUENT VALUES

55
506
2.8%
48
498
2.7%
49
474
2.6%
59
471
2.6%
58
469
2.6%
45
466
2.5%
42
455
2.5%
60
454
2.5%
40
448
2.5%
44
441
2.4%
52
434
2.4%
41
420
2.3%
46
414
2.3%
56
411
2.2%
62
411
2.2%
SMALLEST VALUES

7
5
<0.1%
8
4
<0.1%
9
8
<0.1%
10
56
0.3%
11
95
0.5%
12
114
0.6%
13
99
0.5%
14
116
0.6%
15
140
0.8%
16
126
0.7%
17
120
0.7%
18
125
0.7%
19
124
0.7%
20
99
0.5%
21
121
0.7%
LARGEST VALUES

92
1
<0.1%
91
4
<0.1%
90
9
<0.1%
89
2
<0.1%
88
5
<0.1%
87
5
<0.1%
86
10
<0.1%
85
13
<0.1%
84
12
<0.1%
83
18
<0.1%
82
18
<0.1%
81
20
0.1%
80
52
0.3%
79
29
0.2%
78
56
0.3%
mentality_composure
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

overall
0.72
attacking_short_passing
0.72
skill_ball_control
0.71
movement_reactions
0.69
skill_long_passing
0.67
lcm
0.67
cm
0.67
rcm
0.67
lam
0.65
cam
0.65
ram
0.65
mentality_vision
0.65
lf
0.65
cf
0.65

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.61
team_position
0.41
nation_position
0.41
international_reputation
0.38
work_rate
0.33
real_face
0.32
weak_foot
0.31
contract_valid_until
0.09
body_type
0.06
preferred_foot
0.05
MOST FREQUENT VALUES

58
732
4.0%
60
728
4.0%
65
703
3.8%
62
697
3.8%
55
662
3.6%
64
657
3.6%
63
609
3.3%
59
591
3.2%
68
591
3.2%
56
557
3.0%
66
548
3.0%
57
546
3.0%
67
537
2.9%
61
516
2.8%
70
503
2.8%
SMALLEST VALUES

12
3
<0.1%
13
4
<0.1%
14
1
<0.1%
15
2
<0.1%
16
2
<0.1%
17
2
<0.1%
18
4
<0.1%
19
2
<0.1%
20
7
<0.1%
21
29
0.2%
22
34
0.2%
23
34
0.2%
24
29
0.2%
25
38
0.2%
26
34
0.2%
LARGEST VALUES

96
1
<0.1%
95
2
<0.1%
94
1
<0.1%
93
1
<0.1%
92
5
<0.1%
91
4
<0.1%
90
5
<0.1%
89
5
<0.1%
88
6
<0.1%
87
18
<0.1%
86
19
0.1%
85
25
0.1%
84
51
0.3%
83
43
0.2%
82
83
0.5%
defending_marking
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

defending_standing_tackle
0.92
defending_sliding_tackle
0.91
mentality_interceptions
0.91
lcb
0.88
cb
0.88
rcb
0.88
ldm
0.83
cdm
0.83
rdm
0.83
lb
0.82
rb
0.82
lwb
0.79
rwb
0.79
mentality_aggression
0.74

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.59
team_position
0.56
nation_position
0.56
work_rate
0.42
weak_foot
0.13
real_face
0.13
international_reputation
0.13
preferred_foot
0.10
contract_valid_until
0.04
body_type
0.02
MOST FREQUENT VALUES

60
518
2.8%
65
510
2.8%
64
494
2.7%
62
489
2.7%
58
486
2.7%
66
459
2.5%
63
423
2.3%
55
415
2.3%
68
414
2.3%
59
407
2.2%
61
399
2.2%
57
385
2.1%
67
377
2.1%
70
369
2.0%
69
352
1.9%
SMALLEST VALUES

1
1
<0.1%
3
1
<0.1%
4
2
<0.1%
5
46
0.3%
6
55
0.3%
7
72
0.4%
8
109
0.6%
9
116
0.6%
10
162
0.9%
11
152
0.8%
12
237
1.3%
13
147
0.8%
14
185
1.0%
15
246
1.3%
16
183
1.0%
LARGEST VALUES

94
1
<0.1%
92
1
<0.1%
91
2
<0.1%
90
8
<0.1%
89
3
<0.1%
88
6
<0.1%
87
5
<0.1%
86
9
<0.1%
85
14
<0.1%
84
12
<0.1%
83
24
0.1%
82
32
0.2%
81
35
0.2%
80
54
0.3%
79
67
0.4%
defending_standing_tackle
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

defending_sliding_tackle
0.98
mentality_interceptions
0.95
defending_marking
0.92
lcb
0.89
cb
0.89
rcb
0.89
ldm
0.83
cdm
0.83
rdm
0.83
lb
0.82
rb
0.82
lwb
0.78
rwb
0.78
defending
0.76

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.58
team_position
0.57
nation_position
0.57
work_rate
0.43
weak_foot
0.13
real_face
0.12
preferred_foot
0.11
international_reputation
0.10
contract_valid_until
0.04
body_type
0.02
MOST FREQUENT VALUES

64
616
3.4%
65
595
3.3%
66
547
3.0%
63
532
2.9%
68
519
2.8%
67
504
2.8%
62
502
2.7%
70
445
2.4%
13
413
2.3%
60
400
2.2%
69
395
2.2%
14
389
2.1%
59
385
2.1%
61
364
2.0%
58
349
1.9%
SMALLEST VALUES

5
1
<0.1%
6
3
<0.1%
7
9
<0.1%
8
16
<0.1%
9
39
0.2%
10
181
1.0%
11
312
1.7%
12
341
1.9%
13
413
2.3%
14
389
2.1%
15
314
1.7%
16
220
1.2%
17
223
1.2%
18
259
1.4%
19
246
1.3%
LARGEST VALUES

92
1
<0.1%
91
2
<0.1%
90
3
<0.1%
89
4
<0.1%
88
4
<0.1%
87
13
<0.1%
86
15
<0.1%
85
17
<0.1%
84
27
0.1%
83
45
0.2%
82
52
0.3%
81
46
0.3%
80
83
0.5%
79
84
0.5%
78
129
0.7%
defending_sliding_tackle
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

defending_standing_tackle
0.98
mentality_interceptions
0.93
defending_marking
0.91
lcb
0.87
cb
0.87
rcb
0.87
lb
0.81
rb
0.81
ldm
0.80
cdm
0.80
rdm
0.80
lwb
0.76
rwb
0.76
defending
0.76

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

team_position
0.58
nation_position
0.57
skill_moves
0.57
work_rate
0.42
weak_foot
0.12
preferred_foot
0.11
real_face
0.10
international_reputation
0.09
contract_valid_until
0.04
body_type
0.03
MOST FREQUENT VALUES

62
563
3.1%
64
556
3.0%
63
547
3.0%
65
505
2.8%
60
472
2.6%
66
471
2.6%
61
453
2.5%
12
428
2.3%
13
426
2.3%
68
422
2.3%
14
422
2.3%
59
416
2.3%
58
407
2.2%
67
396
2.2%
57
344
1.9%
SMALLEST VALUES

3
1
<0.1%
4
1
<0.1%
5
1
<0.1%
6
2
<0.1%
7
4
<0.1%
8
14
<0.1%
9
44
0.2%
10
205
1.1%
11
329
1.8%
12
428
2.3%
13
426
2.3%
14
422
2.3%
15
308
1.7%
16
278
1.5%
17
247
1.4%
LARGEST VALUES

90
2
<0.1%
89
2
<0.1%
88
4
<0.1%
87
5
<0.1%
86
12
<0.1%
85
13
<0.1%
84
13
<0.1%
83
16
<0.1%
82
33
0.2%
81
38
0.2%
80
55
0.3%
79
60
0.3%
78
70
0.4%
77
107
0.6%
76
140
0.8%
goalkeeping_diving
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

gk_diving
0.99
gk_reflexes
0.98
gk_positioning
0.98
gk_handling
0.98
gk_kicking
0.98
goalkeeping_reflexes
0.97
goalkeeping_handling
0.97
goalkeeping_positioning
0.97
goalkeeping_kicking
0.97
gk_speed
0.95
lcm
-0.89
cm
-0.89
rcm
-0.89
lm
-0.88

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.98
team_position
0.61
nation_position
0.59
work_rate
0.32
weak_foot
0.28
body_type
0.11
preferred_foot
0.10
contract_valid_until
0.03
international_reputation
0.01
real_face
0.00
MOST FREQUENT VALUES

8
1,621
8.9%
9
1,607
8.8%
7
1,602
8.8%
12
1,589
8.7%
10
1,588
8.7%
14
1,584
8.7%
13
1,553
8.5%
11
1,546
8.5%
6
1,345
7.4%
15
1,205
6.6%
16
466
2.5%
5
450
2.5%
64
119
0.7%
66
114
0.6%
65
111
0.6%
SMALLEST VALUES

1
11
<0.1%
2
5
<0.1%
3
17
<0.1%
4
23
0.1%
5
450
2.5%
6
1,345
7.4%
7
1,602
8.8%
8
1,621
8.9%
9
1,607
8.8%
10
1,588
8.7%
11
1,546
8.5%
12
1,589
8.7%
13
1,553
8.5%
14
1,584
8.7%
15
1,205
6.6%
LARGEST VALUES

90
3
<0.1%
89
1
<0.1%
88
2
<0.1%
87
3
<0.1%
86
4
<0.1%
85
6
<0.1%
84
10
<0.1%
83
7
<0.1%
82
15
<0.1%
81
12
<0.1%
80
19
0.1%
79
32
0.2%
78
23
0.1%
77
34
0.2%
76
35
0.2%
goalkeeping_handling
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

gk_handling
0.98
gk_positioning
0.98
gk_diving
0.98
gk_reflexes
0.98
gk_kicking
0.98
goalkeeping_diving
0.97
goalkeeping_reflexes
0.97
goalkeeping_positioning
0.97
goalkeeping_kicking
0.97
gk_speed
0.95
lcm
-0.88
cm
-0.88
rcm
-0.88
lm
-0.88

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.97
team_position
0.61
nation_position
0.59
work_rate
0.31
weak_foot
0.28
body_type
0.10
preferred_foot
0.10
contract_valid_until
0.02
international_reputation
0.01
real_face
0.01
MOST FREQUENT VALUES

11
1,621
8.9%
12
1,615
8.8%
10
1,613
8.8%
7
1,599
8.7%
8
1,595
8.7%
14
1,585
8.7%
9
1,573
8.6%
13
1,542
8.4%
6
1,300
7.1%
15
1,156
6.3%
16
545
3.0%
5
418
2.3%
62
151
0.8%
60
123
0.7%
65
121
0.7%
SMALLEST VALUES

1
11
<0.1%
2
7
<0.1%
3
19
0.1%
4
20
0.1%
5
418
2.3%
6
1,300
7.1%
7
1,599
8.7%
8
1,595
8.7%
9
1,573
8.6%
10
1,613
8.8%
11
1,621
8.9%
12
1,615
8.8%
13
1,542
8.4%
14
1,585
8.7%
15
1,156
6.3%
LARGEST VALUES

92
1
<0.1%
89
1
<0.1%
87
1
<0.1%
86
1
<0.1%
85
3
<0.1%
84
5
<0.1%
83
3
<0.1%
82
12
<0.1%
81
6
<0.1%
80
11
<0.1%
79
13
<0.1%
78
8
<0.1%
77
22
0.1%
76
16
<0.1%
75
28
0.2%
goalkeeping_kicking
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

gk_kicking
0.98
gk_handling
0.98
gk_diving
0.98
gk_positioning
0.98
gk_reflexes
0.98
goalkeeping_reflexes
0.97
goalkeeping_diving
0.97
goalkeeping_handling
0.97
goalkeeping_positioning
0.97
gk_speed
0.95
lcm
-0.88
cm
-0.88
rcm
-0.88
lm
-0.88

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.97
team_position
0.61
nation_position
0.59
work_rate
0.31
weak_foot
0.27
preferred_foot
0.10
body_type
0.10
contract_valid_until
0.03
international_reputation
0.02
real_face
0.01
MOST FREQUENT VALUES

9
1,684
9.2%
12
1,634
8.9%
13
1,617
8.8%
7
1,603
8.8%
10
1,576
8.6%
14
1,562
8.5%
8
1,555
8.5%
11
1,538
8.4%
6
1,259
6.9%
15
1,101
6.0%
16
552
3.0%
5
459
2.5%
60
128
0.7%
58
123
0.7%
61
119
0.7%
SMALLEST VALUES

1
12
<0.1%
2
5
<0.1%
3
20
0.1%
4
18
<0.1%
5
459
2.5%
6
1,259
6.9%
7
1,603
8.8%
8
1,555
8.5%
9
1,684
9.2%
10
1,576
8.6%
11
1,538
8.4%
12
1,634
8.9%
13
1,617
8.8%
14
1,562
8.5%
15
1,101
6.0%
LARGEST VALUES

93
1
<0.1%
91
1
<0.1%
90
1
<0.1%
88
1
<0.1%
87
1
<0.1%
86
2
<0.1%
85
2
<0.1%
84
3
<0.1%
82
4
<0.1%
81
7
<0.1%
80
4
<0.1%
79
12
<0.1%
78
20
0.1%
77
19
0.1%
76
20
0.1%
goalkeeping_positioning
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

gk_positioning
0.98
gk_handling
0.98
gk_reflexes
0.98
gk_diving
0.98
gk_kicking
0.98
goalkeeping_diving
0.97
goalkeeping_reflexes
0.97
goalkeeping_handling
0.97
goalkeeping_kicking
0.97
gk_speed
0.95
lcm
-0.88
cm
-0.88
rcm
-0.88
lm
-0.88

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.97
team_position
0.62
nation_position
0.60
work_rate
0.31
weak_foot
0.28
body_type
0.11
preferred_foot
0.10
contract_valid_until
0.03
international_reputation
0.01
real_face
0.00
MOST FREQUENT VALUES

8
1,647
9.0%
10
1,636
9.0%
11
1,623
8.9%
9
1,614
8.8%
7
1,579
8.6%
12
1,578
8.6%
14
1,539
8.4%
13
1,514
8.3%
6
1,264
6.9%
15
1,224
6.7%
16
496
2.7%
5
440
2.4%
65
116
0.6%
64
112
0.6%
66
111
0.6%
SMALLEST VALUES

1
11
<0.1%
2
6
<0.1%
3
14
<0.1%
4
25
0.1%
5
440
2.4%
6
1,264
6.9%
7
1,579
8.6%
8
1,647
9.0%
9
1,614
8.8%
10
1,636
9.0%
11
1,623
8.9%
12
1,578
8.6%
13
1,514
8.3%
14
1,539
8.4%
15
1,224
6.7%
LARGEST VALUES

91
1
<0.1%
90
2
<0.1%
89
1
<0.1%
88
1
<0.1%
86
4
<0.1%
85
4
<0.1%
84
5
<0.1%
83
4
<0.1%
82
14
<0.1%
81
10
<0.1%
80
14
<0.1%
79
20
0.1%
78
17
<0.1%
77
24
0.1%
76
31
0.2%
goalkeeping_reflexes
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

gk_reflexes
0.99
gk_diving
0.98
gk_positioning
0.98
gk_handling
0.98
gk_kicking
0.98
goalkeeping_diving
0.97
goalkeeping_handling
0.97
goalkeeping_positioning
0.97
goalkeeping_kicking
0.97
gk_speed
0.95
lcm
-0.89
cm
-0.89
rcm
-0.89
lm
-0.88

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.98
team_position
0.61
nation_position
0.60
work_rate
0.32
weak_foot
0.28
body_type
0.11
preferred_foot
0.10
contract_valid_until
0.02
international_reputation
0.01
real_face
0.00
MOST FREQUENT VALUES

11
1,650
9.0%
12
1,615
8.8%
8
1,590
8.7%
9
1,588
8.7%
10
1,586
8.7%
13
1,574
8.6%
14
1,565
8.6%
7
1,554
8.5%
6
1,311
7.2%
15
1,175
6.4%
16
483
2.6%
5
448
2.5%
64
115
0.6%
68
115
0.6%
65
104
0.6%
SMALLEST VALUES

1
11
<0.1%
2
3
<0.1%
3
22
0.1%
4
23
0.1%
5
448
2.5%
6
1,311
7.2%
7
1,554
8.5%
8
1,590
8.7%
9
1,588
8.7%
10
1,586
8.7%
11
1,650
9.0%
12
1,615
8.8%
13
1,574
8.6%
14
1,565
8.6%
15
1,175
6.4%
LARGEST VALUES

92
1
<0.1%
91
1
<0.1%
90
3
<0.1%
89
5
<0.1%
88
5
<0.1%
87
5
<0.1%
86
6
<0.1%
85
7
<0.1%
84
13
<0.1%
83
17
<0.1%
82
18
<0.1%
81
21
0.1%
80
22
0.1%
79
33
0.2%
78
30
0.2%
ls
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

st
1.00
rs
1.00
lf
0.99
cf
0.99
rf
0.99
lam
0.99
cam
0.99
ram
0.99
lw
0.99
rw
0.99
lm
0.98
rm
0.98
lcm
0.96
cm
0.96

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.95
team_position
0.59
nation_position
0.58
work_rate
0.42
weak_foot
0.37
international_reputation
0.16
real_face
0.15
preferred_foot
0.09
body_type
0.09
contract_valid_until
0.07
MOST FREQUENT VALUES

0
2,036
11.1%
61
731
4.0%
58
714
3.9%
63
713
3.9%
57
710
3.9%
60
688
3.8%
59
658
3.6%
62
646
3.5%
64
645
3.5%
55
580
3.2%
56
569
3.1%
53
558
3.1%
65
557
3.0%
66
546
3.0%
54
525
2.9%
SMALLEST VALUES

0
2,036
11.1%
30
1
<0.1%
31
2
<0.1%
32
6
<0.1%
33
19
0.1%
34
28
0.2%
35
43
0.2%
36
48
0.3%
37
66
0.4%
38
82
0.4%
39
114
0.6%
40
138
0.8%
41
204
1.1%
42
193
1.1%
43
234
1.3%
LARGEST VALUES

91
1
<0.1%
89
1
<0.1%
87
1
<0.1%
86
4
<0.1%
85
3
<0.1%
84
4
<0.1%
83
7
<0.1%
82
12
<0.1%
81
23
0.1%
80
23
0.1%
79
29
0.2%
78
54
0.3%
77
58
0.3%
76
90
0.5%
75
100
0.5%
st
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

ls
1.00
rs
1.00
lf
0.99
cf
0.99
rf
0.99
lam
0.99
cam
0.99
ram
0.99
lw
0.99
rw
0.99
lm
0.98
rm
0.98
lcm
0.96
cm
0.96

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.95
team_position
0.59
nation_position
0.58
work_rate
0.42
weak_foot
0.37
international_reputation
0.16
real_face
0.15
preferred_foot
0.09
body_type
0.09
contract_valid_until
0.07
MOST FREQUENT VALUES

0
2,036
11.1%
61
731
4.0%
58
714
3.9%
63
713
3.9%
57
710
3.9%
60
688
3.8%
59
658
3.6%
62
646
3.5%
64
645
3.5%
55
580
3.2%
56
569
3.1%
53
558
3.1%
65
557
3.0%
66
546
3.0%
54
525
2.9%
SMALLEST VALUES

0
2,036
11.1%
30
1
<0.1%
31
2
<0.1%
32
6
<0.1%
33
19
0.1%
34
28
0.2%
35
43
0.2%
36
48
0.3%
37
66
0.4%
38
82
0.4%
39
114
0.6%
40
138
0.8%
41
204
1.1%
42
193
1.1%
43
234
1.3%
LARGEST VALUES

91
1
<0.1%
89
1
<0.1%
87
1
<0.1%
86
4
<0.1%
85
3
<0.1%
84
4
<0.1%
83
7
<0.1%
82
12
<0.1%
81
23
0.1%
80
23
0.1%
79
29
0.2%
78
54
0.3%
77
58
0.3%
76
90
0.5%
75
100
0.5%
rs
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

ls
1.00
st
1.00
lf
0.99
cf
0.99
rf
0.99
lam
0.99
cam
0.99
ram
0.99
lw
0.99
rw
0.99
lm
0.98
rm
0.98
lcm
0.96
cm
0.96

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.95
team_position
0.59
nation_position
0.58
work_rate
0.42
weak_foot
0.37
international_reputation
0.16
real_face
0.15
preferred_foot
0.09
body_type
0.09
contract_valid_until
0.07
MOST FREQUENT VALUES

0
2,036
11.1%
61
731
4.0%
58
714
3.9%
63
713
3.9%
57
710
3.9%
60
688
3.8%
59
658
3.6%
62
646
3.5%
64
645
3.5%
55
580
3.2%
56
569
3.1%
53
558
3.1%
65
557
3.0%
66
546
3.0%
54
525
2.9%
SMALLEST VALUES

0
2,036
11.1%
30
1
<0.1%
31
2
<0.1%
32
6
<0.1%
33
19
0.1%
34
28
0.2%
35
43
0.2%
36
48
0.3%
37
66
0.4%
38
82
0.4%
39
114
0.6%
40
138
0.8%
41
204
1.1%
42
193
1.1%
43
234
1.3%
LARGEST VALUES

91
1
<0.1%
89
1
<0.1%
87
1
<0.1%
86
4
<0.1%
85
3
<0.1%
84
4
<0.1%
83
7
<0.1%
82
12
<0.1%
81
23
0.1%
80
23
0.1%
79
29
0.2%
78
54
0.3%
77
58
0.3%
76
90
0.5%
75
100
0.5%
lw
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

rw
1.00
lm
1.00
rm
1.00
lf
1.00
cf
1.00
rf
1.00
lam
1.00
cam
1.00
ram
1.00
ls
0.99
st
0.99
rs
0.99
lcm
0.97
cm
0.97

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.95
team_position
0.59
nation_position
0.58
work_rate
0.42
weak_foot
0.37
international_reputation
0.15
real_face
0.14
preferred_foot
0.12
body_type
0.11
contract_valid_until
0.07
MOST FREQUENT VALUES

0
2,036
11.1%
63
740
4.0%
64
738
4.0%
60
703
3.8%
59
702
3.8%
61
700
3.8%
65
684
3.7%
62
683
3.7%
58
629
3.4%
66
620
3.4%
57
592
3.2%
67
588
3.2%
56
561
3.1%
55
536
2.9%
54
503
2.8%
SMALLEST VALUES

0
2,036
11.1%
25
1
<0.1%
27
1
<0.1%
28
1
<0.1%
29
5
<0.1%
30
13
<0.1%
31
23
0.1%
32
37
0.2%
33
46
0.3%
34
56
0.3%
35
80
0.4%
36
95
0.5%
37
106
0.6%
38
110
0.6%
39
131
0.7%
LARGEST VALUES

93
1
<0.1%
90
1
<0.1%
89
2
<0.1%
88
1
<0.1%
87
4
<0.1%
86
5
<0.1%
85
3
<0.1%
84
8
<0.1%
83
19
0.1%
82
32
0.2%
81
33
0.2%
80
33
0.2%
79
57
0.3%
78
70
0.4%
77
78
0.4%
lf
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

cf
1.00
rf
1.00
lam
1.00
cam
1.00
ram
1.00
lw
1.00
rw
1.00
lm
0.99
rm
0.99
ls
0.99
st
0.99
rs
0.99
lcm
0.97
cm
0.97

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.95
team_position
0.59
nation_position
0.58
work_rate
0.42
weak_foot
0.37
international_reputation
0.16
real_face
0.15
preferred_foot
0.11
body_type
0.10
contract_valid_until
0.07
MOST FREQUENT VALUES

0
2,036
11.1%
63
733
4.0%
60
731
4.0%
62
715
3.9%
61
706
3.9%
64
687
3.8%
59
673
3.7%
65
638
3.5%
66
604
3.3%
58
602
3.3%
57
583
3.2%
56
579
3.2%
55
561
3.1%
67
536
2.9%
68
488
2.7%
SMALLEST VALUES

0
2,036
11.1%
26
1
<0.1%
27
1
<0.1%
29
2
<0.1%
30
10
<0.1%
31
22
0.1%
32
43
0.2%
33
47
0.3%
34
45
0.2%
35
64
0.4%
36
89
0.5%
37
94
0.5%
38
102
0.6%
39
145
0.8%
40
163
0.9%
LARGEST VALUES

93
1
<0.1%
90
1
<0.1%
89
1
<0.1%
88
2
<0.1%
87
5
<0.1%
86
3
<0.1%
85
5
<0.1%
84
8
<0.1%
83
12
<0.1%
82
25
0.1%
81
38
0.2%
80
39
0.2%
79
54
0.3%
78
73
0.4%
77
78
0.4%
cf
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

lf
1.00
rf
1.00
lam
1.00
cam
1.00
ram
1.00
lw
1.00
rw
1.00
lm
0.99
rm
0.99
ls
0.99
st
0.99
rs
0.99
lcm
0.97
cm
0.97

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.95
team_position
0.59
nation_position
0.58
work_rate
0.42
weak_foot
0.37
international_reputation
0.16
real_face
0.15
preferred_foot
0.11
body_type
0.10
contract_valid_until
0.07
MOST FREQUENT VALUES

0
2,036
11.1%
63
733
4.0%
60
731
4.0%
62
715
3.9%
61
706
3.9%
64
687
3.8%
59
673
3.7%
65
638
3.5%
66
604
3.3%
58
602
3.3%
57
583
3.2%
56
579
3.2%
55
561
3.1%
67
536
2.9%
68
488
2.7%
SMALLEST VALUES

0
2,036
11.1%
26
1
<0.1%
27
1
<0.1%
29
2
<0.1%
30
10
<0.1%
31
22
0.1%
32
43
0.2%
33
47
0.3%
34
45
0.2%
35
64
0.4%
36
89
0.5%
37
94
0.5%
38
102
0.6%
39
145
0.8%
40
163
0.9%
LARGEST VALUES

93
1
<0.1%
90
1
<0.1%
89
1
<0.1%
88
2
<0.1%
87
5
<0.1%
86
3
<0.1%
85
5
<0.1%
84
8
<0.1%
83
12
<0.1%
82
25
0.1%
81
38
0.2%
80
39
0.2%
79
54
0.3%
78
73
0.4%
77
78
0.4%
rf
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

lf
1.00
cf
1.00
lam
1.00
cam
1.00
ram
1.00
lw
1.00
rw
1.00
lm
0.99
rm
0.99
ls
0.99
st
0.99
rs
0.99
lcm
0.97
cm
0.97

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.95
team_position
0.59
nation_position
0.58
work_rate
0.42
weak_foot
0.37
international_reputation
0.16
real_face
0.15
preferred_foot
0.11
body_type
0.10
contract_valid_until
0.07
MOST FREQUENT VALUES

0
2,036
11.1%
63
733
4.0%
60
731
4.0%
62
715
3.9%
61
706
3.9%
64
687
3.8%
59
673
3.7%
65
638
3.5%
66
604
3.3%
58
602
3.3%
57
583
3.2%
56
579
3.2%
55
561
3.1%
67
536
2.9%
68
488
2.7%
SMALLEST VALUES

0
2,036
11.1%
26
1
<0.1%
27
1
<0.1%
29
2
<0.1%
30
10
<0.1%
31
22
0.1%
32
43
0.2%
33
47
0.3%
34
45
0.2%
35
64
0.4%
36
89
0.5%
37
94
0.5%
38
102
0.6%
39
145
0.8%
40
163
0.9%
LARGEST VALUES

93
1
<0.1%
90
1
<0.1%
89
1
<0.1%
88
2
<0.1%
87
5
<0.1%
86
3
<0.1%
85
5
<0.1%
84
8
<0.1%
83
12
<0.1%
82
25
0.1%
81
38
0.2%
80
39
0.2%
79
54
0.3%
78
73
0.4%
77
78
0.4%
rw
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

lw
1.00
lm
1.00
rm
1.00
lf
1.00
cf
1.00
rf
1.00
lam
1.00
cam
1.00
ram
1.00
ls
0.99
st
0.99
rs
0.99
lcm
0.97
cm
0.97

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.95
team_position
0.59
nation_position
0.58
work_rate
0.42
weak_foot
0.37
international_reputation
0.15
real_face
0.14
preferred_foot
0.12
body_type
0.11
contract_valid_until
0.07
MOST FREQUENT VALUES

0
2,036
11.1%
63
740
4.0%
64
738
4.0%
60
703
3.8%
59
702
3.8%
61
700
3.8%
65
684
3.7%
62
683
3.7%
58
629
3.4%
66
620
3.4%
57
592
3.2%
67
588
3.2%
56
561
3.1%
55
536
2.9%
54
503
2.8%
SMALLEST VALUES

0
2,036
11.1%
25
1
<0.1%
27
1
<0.1%
28
1
<0.1%
29
5
<0.1%
30
13
<0.1%
31
23
0.1%
32
37
0.2%
33
46
0.3%
34
56
0.3%
35
80
0.4%
36
95
0.5%
37
106
0.6%
38
110
0.6%
39
131
0.7%
LARGEST VALUES

93
1
<0.1%
90
1
<0.1%
89
2
<0.1%
88
1
<0.1%
87
4
<0.1%
86
5
<0.1%
85
3
<0.1%
84
8
<0.1%
83
19
0.1%
82
32
0.2%
81
33
0.2%
80
33
0.2%
79
57
0.3%
78
70
0.4%
77
78
0.4%
lam
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

cam
1.00
ram
1.00
lf
1.00
cf
1.00
rf
1.00
lw
1.00
rw
1.00
lm
1.00
rm
1.00
ls
0.99
st
0.99
rs
0.99
lcm
0.98
cm
0.98

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.95
team_position
0.59
nation_position
0.58
work_rate
0.41
weak_foot
0.37
international_reputation
0.16
real_face
0.15
preferred_foot
0.11
body_type
0.11
contract_valid_until
0.07
MOST FREQUENT VALUES

0
2,036
11.1%
61
756
4.1%
63
741
4.1%
62
739
4.0%
64
683
3.7%
60
675
3.7%
58
666
3.6%
59
661
3.6%
65
656
3.6%
57
630
3.4%
66
604
3.3%
67
582
3.2%
55
563
3.1%
56
561
3.1%
53
489
2.7%
SMALLEST VALUES

0
2,036
11.1%
27
1
<0.1%
28
4
<0.1%
29
8
<0.1%
30
15
<0.1%
31
35
0.2%
32
36
0.2%
33
28
0.2%
34
55
0.3%
35
68
0.4%
36
66
0.4%
37
89
0.5%
38
91
0.5%
39
124
0.7%
40
143
0.8%
LARGEST VALUES

93
1
<0.1%
90
1
<0.1%
89
1
<0.1%
88
2
<0.1%
87
3
<0.1%
86
5
<0.1%
85
8
<0.1%
84
10
<0.1%
83
12
<0.1%
82
34
0.2%
81
38
0.2%
80
51
0.3%
79
49
0.3%
78
76
0.4%
77
81
0.4%
cam
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

lam
1.00
ram
1.00
lf
1.00
cf
1.00
rf
1.00
lw
1.00
rw
1.00
lm
1.00
rm
1.00
ls
0.99
st
0.99
rs
0.99
lcm
0.98
cm
0.98

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.95
team_position
0.59
nation_position
0.58
work_rate
0.41
weak_foot
0.37
international_reputation
0.16
real_face
0.15
preferred_foot
0.11
body_type
0.11
contract_valid_until
0.07
MOST FREQUENT VALUES

0
2,036
11.1%
61
756
4.1%
63
741
4.1%
62
739
4.0%
64
683
3.7%
60
675
3.7%
58
666
3.6%
59
661
3.6%
65
656
3.6%
57
630
3.4%
66
604
3.3%
67
582
3.2%
55
563
3.1%
56
561
3.1%
53
489
2.7%
SMALLEST VALUES

0
2,036
11.1%
27
1
<0.1%
28
4
<0.1%
29
8
<0.1%
30
15
<0.1%
31
35
0.2%
32
36
0.2%
33
28
0.2%
34
55
0.3%
35
68
0.4%
36
66
0.4%
37
89
0.5%
38
91
0.5%
39
124
0.7%
40
143
0.8%
LARGEST VALUES

93
1
<0.1%
90
1
<0.1%
89
1
<0.1%
88
2
<0.1%
87
3
<0.1%
86
5
<0.1%
85
8
<0.1%
84
10
<0.1%
83
12
<0.1%
82
34
0.2%
81
38
0.2%
80
51
0.3%
79
49
0.3%
78
76
0.4%
77
81
0.4%
ram
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

lam
1.00
cam
1.00
lf
1.00
cf
1.00
rf
1.00
lw
1.00
rw
1.00
lm
1.00
rm
1.00
ls
0.99
st
0.99
rs
0.99
lcm
0.98
cm
0.98

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.95
team_position
0.59
nation_position
0.58
work_rate
0.41
weak_foot
0.37
international_reputation
0.16
real_face
0.15
preferred_foot
0.11
body_type
0.11
contract_valid_until
0.07
MOST FREQUENT VALUES

0
2,036
11.1%
61
756
4.1%
63
741
4.1%
62
739
4.0%
64
683
3.7%
60
675
3.7%
58
666
3.6%
59
661
3.6%
65
656
3.6%
57
630
3.4%
66
604
3.3%
67
582
3.2%
55
563
3.1%
56
561
3.1%
53
489
2.7%
SMALLEST VALUES

0
2,036
11.1%
27
1
<0.1%
28
4
<0.1%
29
8
<0.1%
30
15
<0.1%
31
35
0.2%
32
36
0.2%
33
28
0.2%
34
55
0.3%
35
68
0.4%
36
66
0.4%
37
89
0.5%
38
91
0.5%
39
124
0.7%
40
143
0.8%
LARGEST VALUES

93
1
<0.1%
90
1
<0.1%
89
1
<0.1%
88
2
<0.1%
87
3
<0.1%
86
5
<0.1%
85
8
<0.1%
84
10
<0.1%
83
12
<0.1%
82
34
0.2%
81
38
0.2%
80
51
0.3%
79
49
0.3%
78
76
0.4%
77
81
0.4%
lm
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

rm
1.00
lw
1.00
rw
1.00
lam
1.00
cam
1.00
ram
1.00
lf
0.99
cf
0.99
rf
0.99
ls
0.98
st
0.98
rs
0.98
lcm
0.98
cm
0.98

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.96
team_position
0.59
nation_position
0.58
work_rate
0.41
weak_foot
0.36
international_reputation
0.15
real_face
0.14
preferred_foot
0.12
body_type
0.11
contract_valid_until
0.07
MOST FREQUENT VALUES

0
2,036
11.1%
61
817
4.5%
63
767
4.2%
65
735
4.0%
64
734
4.0%
62
728
4.0%
60
726
4.0%
66
697
3.8%
58
676
3.7%
59
666
3.6%
57
626
3.4%
67
599
3.3%
56
566
3.1%
54
523
2.9%
68
502
2.7%
SMALLEST VALUES

0
2,036
11.1%
27
1
<0.1%
30
4
<0.1%
31
7
<0.1%
32
15
<0.1%
33
24
0.1%
34
44
0.2%
35
43
0.2%
36
44
0.2%
37
80
0.4%
38
81
0.4%
39
76
0.4%
40
131
0.7%
41
104
0.6%
42
152
0.8%
LARGEST VALUES

92
1
<0.1%
89
2
<0.1%
88
2
<0.1%
87
1
<0.1%
86
4
<0.1%
85
8
<0.1%
84
2
<0.1%
83
14
<0.1%
82
26
0.1%
81
37
0.2%
80
41
0.2%
79
53
0.3%
78
64
0.4%
77
75
0.4%
76
129
0.7%
lcm
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

cm
1.00
rcm
1.00
lm
0.98
rm
0.98
lam
0.98
cam
0.98
ram
0.98
lf
0.97
cf
0.97
rf
0.97
lw
0.97
rw
0.97
ls
0.96
st
0.96

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.94
team_position
0.59
nation_position
0.58
work_rate
0.38
weak_foot
0.35
international_reputation
0.17
real_face
0.16
preferred_foot
0.11
body_type
0.09
contract_valid_until
0.07
MOST FREQUENT VALUES

0
2,036
11.1%
58
777
4.3%
59
737
4.0%
61
737
4.0%
60
735
4.0%
63
717
3.9%
62
704
3.9%
57
697
3.8%
56
669
3.7%
64
642
3.5%
54
641
3.5%
55
616
3.4%
53
580
3.2%
65
568
3.1%
52
523
2.9%
SMALLEST VALUES

0
2,036
11.1%
31
8
<0.1%
32
10
<0.1%
33
22
0.1%
34
36
0.2%
35
32
0.2%
36
31
0.2%
37
47
0.3%
38
57
0.3%
39
84
0.5%
40
85
0.5%
41
122
0.7%
42
162
0.9%
43
166
0.9%
44
207
1.1%
LARGEST VALUES

87
3
<0.1%
85
3
<0.1%
84
6
<0.1%
83
11
<0.1%
82
16
<0.1%
81
22
0.1%
80
31
0.2%
79
38
0.2%
78
55
0.3%
77
71
0.4%
76
94
0.5%
75
124
0.7%
74
141
0.8%
73
173
0.9%
72
232
1.3%
cm
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

lcm
1.00
rcm
1.00
lm
0.98
rm
0.98
lam
0.98
cam
0.98
ram
0.98
lf
0.97
cf
0.97
rf
0.97
lw
0.97
rw
0.97
ls
0.96
st
0.96

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.94
team_position
0.59
nation_position
0.58
work_rate
0.38
weak_foot
0.35
international_reputation
0.17
real_face
0.16
preferred_foot
0.11
body_type
0.09
contract_valid_until
0.07
MOST FREQUENT VALUES

0
2,036
11.1%
58
777
4.3%
59
737
4.0%
61
737
4.0%
60
735
4.0%
63
717
3.9%
62
704
3.9%
57
697
3.8%
56
669
3.7%
64
642
3.5%
54
641
3.5%
55
616
3.4%
53
580
3.2%
65
568
3.1%
52
523
2.9%
SMALLEST VALUES

0
2,036
11.1%
31
8
<0.1%
32
10
<0.1%
33
22
0.1%
34
36
0.2%
35
32
0.2%
36
31
0.2%
37
47
0.3%
38
57
0.3%
39
84
0.5%
40
85
0.5%
41
122
0.7%
42
162
0.9%
43
166
0.9%
44
207
1.1%
LARGEST VALUES

87
3
<0.1%
85
3
<0.1%
84
6
<0.1%
83
11
<0.1%
82
16
<0.1%
81
22
0.1%
80
31
0.2%
79
38
0.2%
78
55
0.3%
77
71
0.4%
76
94
0.5%
75
124
0.7%
74
141
0.8%
73
173
0.9%
72
232
1.3%
rcm
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

lcm
1.00
cm
1.00
lm
0.98
rm
0.98
lam
0.98
cam
0.98
ram
0.98
lf
0.97
cf
0.97
rf
0.97
lw
0.97
rw
0.97
ls
0.96
st
0.96

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.94
team_position
0.59
nation_position
0.58
work_rate
0.38
weak_foot
0.35
international_reputation
0.17
real_face
0.16
preferred_foot
0.11
body_type
0.09
contract_valid_until
0.07
MOST FREQUENT VALUES

0
2,036
11.1%
58
777
4.3%
59
737
4.0%
61
737
4.0%
60
735
4.0%
63
717
3.9%
62
704
3.9%
57
697
3.8%
56
669
3.7%
64
642
3.5%
54
641
3.5%
55
616
3.4%
53
580
3.2%
65
568
3.1%
52
523
2.9%
SMALLEST VALUES

0
2,036
11.1%
31
8
<0.1%
32
10
<0.1%
33
22
0.1%
34
36
0.2%
35
32
0.2%
36
31
0.2%
37
47
0.3%
38
57
0.3%
39
84
0.5%
40
85
0.5%
41
122
0.7%
42
162
0.9%
43
166
0.9%
44
207
1.1%
LARGEST VALUES

87
3
<0.1%
85
3
<0.1%
84
6
<0.1%
83
11
<0.1%
82
16
<0.1%
81
22
0.1%
80
31
0.2%
79
38
0.2%
78
55
0.3%
77
71
0.4%
76
94
0.5%
75
124
0.7%
74
141
0.8%
73
173
0.9%
72
232
1.3%
rm
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

lm
1.00
lw
1.00
rw
1.00
lam
1.00
cam
1.00
ram
1.00
lf
0.99
cf
0.99
rf
0.99
ls
0.98
st
0.98
rs
0.98
lcm
0.98
cm
0.98

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.96
team_position
0.59
nation_position
0.58
work_rate
0.41
weak_foot
0.36
international_reputation
0.15
real_face
0.14
preferred_foot
0.12
body_type
0.11
contract_valid_until
0.07
MOST FREQUENT VALUES

0
2,036
11.1%
61
817
4.5%
63
767
4.2%
65
735
4.0%
64
734
4.0%
62
728
4.0%
60
726
4.0%
66
697
3.8%
58
676
3.7%
59
666
3.6%
57
626
3.4%
67
599
3.3%
56
566
3.1%
54
523
2.9%
68
502
2.7%
SMALLEST VALUES

0
2,036
11.1%
27
1
<0.1%
30
4
<0.1%
31
7
<0.1%
32
15
<0.1%
33
24
0.1%
34
44
0.2%
35
43
0.2%
36
44
0.2%
37
80
0.4%
38
81
0.4%
39
76
0.4%
40
131
0.7%
41
104
0.6%
42
152
0.8%
LARGEST VALUES

92
1
<0.1%
89
2
<0.1%
88
2
<0.1%
87
1
<0.1%
86
4
<0.1%
85
8
<0.1%
84
2
<0.1%
83
14
<0.1%
82
26
0.1%
81
37
0.2%
80
41
0.2%
79
53
0.3%
78
64
0.4%
77
75
0.4%
76
129
0.7%
lwb
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

rwb
1.00
lb
1.00
rb
1.00
ldm
0.99
cdm
0.99
rdm
0.99
lcb
0.96
cb
0.96
rcb
0.96
lcm
0.95
cm
0.95
rcm
0.95
lm
0.91
rm
0.91

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.91
team_position
0.60
nation_position
0.59
work_rate
0.37
weak_foot
0.29
preferred_foot
0.14
real_face
0.13
international_reputation
0.13
body_type
0.07
contract_valid_until
0.06
MOST FREQUENT VALUES

0
2,036
11.1%
59
692
3.8%
62
674
3.7%
57
670
3.7%
61
668
3.7%
55
651
3.6%
60
650
3.6%
56
647
3.5%
58
638
3.5%
63
634
3.5%
54
621
3.4%
64
602
3.3%
53
575
3.1%
52
574
3.1%
65
545
3.0%
SMALLEST VALUES

0
2,036
11.1%
30
1
<0.1%
31
3
<0.1%
32
7
<0.1%
33
15
<0.1%
34
27
0.1%
35
47
0.3%
36
60
0.3%
37
70
0.4%
38
83
0.5%
39
119
0.7%
40
142
0.8%
41
167
0.9%
42
183
1.0%
43
217
1.2%
LARGEST VALUES

85
1
<0.1%
84
2
<0.1%
83
7
<0.1%
82
5
<0.1%
81
12
<0.1%
80
20
0.1%
79
25
0.1%
78
38
0.2%
77
65
0.4%
76
82
0.4%
75
100
0.5%
74
129
0.7%
73
151
0.8%
72
214
1.2%
71
272
1.5%
ldm
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

cdm
1.00
rdm
1.00
lb
0.99
rb
0.99
lwb
0.99
rwb
0.99
lcb
0.98
cb
0.98
rcb
0.98
lcm
0.93
cm
0.93
rcm
0.93
gk_handling
-0.87
gk_diving
-0.87

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.88
team_position
0.60
nation_position
0.59
work_rate
0.38
weak_foot
0.27
real_face
0.15
international_reputation
0.15
preferred_foot
0.12
contract_valid_until
0.05
body_type
0.05
MOST FREQUENT VALUES

0
2,036
11.1%
59
643
3.5%
62
637
3.5%
58
626
3.4%
63
616
3.4%
60
574
3.1%
64
565
3.1%
61
561
3.1%
56
532
2.9%
66
530
2.9%
57
529
2.9%
54
516
2.8%
55
514
2.8%
67
510
2.8%
65
505
2.8%
SMALLEST VALUES

0
2,036
11.1%
28
2
<0.1%
29
9
<0.1%
30
16
<0.1%
31
23
0.1%
32
37
0.2%
33
59
0.3%
34
61
0.3%
35
88
0.5%
36
113
0.6%
37
131
0.7%
38
170
0.9%
39
150
0.8%
40
179
1.0%
41
213
1.2%
LARGEST VALUES

87
1
<0.1%
86
2
<0.1%
84
6
<0.1%
83
7
<0.1%
82
14
<0.1%
81
18
<0.1%
80
31
0.2%
79
45
0.2%
78
46
0.3%
77
77
0.4%
76
81
0.4%
75
101
0.6%
74
177
1.0%
73
217
1.2%
72
216
1.2%
cdm
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

ldm
1.00
rdm
1.00
lb
0.99
rb
0.99
lwb
0.99
rwb
0.99
lcb
0.98
cb
0.98
rcb
0.98
lcm
0.93
cm
0.93
rcm
0.93
gk_handling
-0.87
gk_diving
-0.87

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.88
team_position
0.60
nation_position
0.59
work_rate
0.38
weak_foot
0.27
real_face
0.15
international_reputation
0.15
preferred_foot
0.12
contract_valid_until
0.05
body_type
0.05
MOST FREQUENT VALUES

0
2,036
11.1%
59
643
3.5%
62
637
3.5%
58
626
3.4%
63
616
3.4%
60
574
3.1%
64
565
3.1%
61
561
3.1%
56
532
2.9%
66
530
2.9%
57
529
2.9%
54
516
2.8%
55
514
2.8%
67
510
2.8%
65
505
2.8%
SMALLEST VALUES

0
2,036
11.1%
28
2
<0.1%
29
9
<0.1%
30
16
<0.1%
31
23
0.1%
32
37
0.2%
33
59
0.3%
34
61
0.3%
35
88
0.5%
36
113
0.6%
37
131
0.7%
38
170
0.9%
39
150
0.8%
40
179
1.0%
41
213
1.2%
LARGEST VALUES

87
1
<0.1%
86
2
<0.1%
84
6
<0.1%
83
7
<0.1%
82
14
<0.1%
81
18
<0.1%
80
31
0.2%
79
45
0.2%
78
46
0.3%
77
77
0.4%
76
81
0.4%
75
101
0.6%
74
177
1.0%
73
217
1.2%
72
216
1.2%
rdm
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

ldm
1.00
cdm
1.00
lb
0.99
rb
0.99
lwb
0.99
rwb
0.99
lcb
0.98
cb
0.98
rcb
0.98
lcm
0.93
cm
0.93
rcm
0.93
gk_handling
-0.87
gk_diving
-0.87

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.88
team_position
0.60
nation_position
0.59
work_rate
0.38
weak_foot
0.27
real_face
0.15
international_reputation
0.15
preferred_foot
0.12
contract_valid_until
0.05
body_type
0.05
MOST FREQUENT VALUES

0
2,036
11.1%
59
643
3.5%
62
637
3.5%
58
626
3.4%
63
616
3.4%
60
574
3.1%
64
565
3.1%
61
561
3.1%
56
532
2.9%
66
530
2.9%
57
529
2.9%
54
516
2.8%
55
514
2.8%
67
510
2.8%
65
505
2.8%
SMALLEST VALUES

0
2,036
11.1%
28
2
<0.1%
29
9
<0.1%
30
16
<0.1%
31
23
0.1%
32
37
0.2%
33
59
0.3%
34
61
0.3%
35
88
0.5%
36
113
0.6%
37
131
0.7%
38
170
0.9%
39
150
0.8%
40
179
1.0%
41
213
1.2%
LARGEST VALUES

87
1
<0.1%
86
2
<0.1%
84
6
<0.1%
83
7
<0.1%
82
14
<0.1%
81
18
<0.1%
80
31
0.2%
79
45
0.2%
78
46
0.3%
77
77
0.4%
76
81
0.4%
75
101
0.6%
74
177
1.0%
73
217
1.2%
72
216
1.2%
rwb
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

lwb
1.00
lb
1.00
rb
1.00
ldm
0.99
cdm
0.99
rdm
0.99
lcb
0.96
cb
0.96
rcb
0.96
lcm
0.95
cm
0.95
rcm
0.95
lm
0.91
rm
0.91

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.91
team_position
0.60
nation_position
0.59
work_rate
0.37
weak_foot
0.29
preferred_foot
0.14
real_face
0.13
international_reputation
0.13
body_type
0.07
contract_valid_until
0.06
MOST FREQUENT VALUES

0
2,036
11.1%
59
692
3.8%
62
674
3.7%
57
670
3.7%
61
668
3.7%
55
651
3.6%
60
650
3.6%
56
647
3.5%
58
638
3.5%
63
634
3.5%
54
621
3.4%
64
602
3.3%
53
575
3.1%
52
574
3.1%
65
545
3.0%
SMALLEST VALUES

0
2,036
11.1%
30
1
<0.1%
31
3
<0.1%
32
7
<0.1%
33
15
<0.1%
34
27
0.1%
35
47
0.3%
36
60
0.3%
37
70
0.4%
38
83
0.5%
39
119
0.7%
40
142
0.8%
41
167
0.9%
42
183
1.0%
43
217
1.2%
LARGEST VALUES

85
1
<0.1%
84
2
<0.1%
83
7
<0.1%
82
5
<0.1%
81
12
<0.1%
80
20
0.1%
79
25
0.1%
78
38
0.2%
77
65
0.4%
76
82
0.4%
75
100
0.5%
74
129
0.7%
73
151
0.8%
72
214
1.2%
71
272
1.5%
lb
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

rb
1.00
lwb
1.00
rwb
1.00
ldm
0.99
cdm
0.99
rdm
0.99
lcb
0.98
cb
0.98
rcb
0.98
lcm
0.92
cm
0.92
rcm
0.92
gk_handling
-0.89
gk_diving
-0.88

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.89
team_position
0.60
nation_position
0.59
work_rate
0.37
weak_foot
0.27
preferred_foot
0.13
real_face
0.13
international_reputation
0.12
body_type
0.07
contract_valid_until
0.06
MOST FREQUENT VALUES

0
2,036
11.1%
61
673
3.7%
63
669
3.7%
62
649
3.6%
59
649
3.6%
57
606
3.3%
60
606
3.3%
56
603
3.3%
58
599
3.3%
64
584
3.2%
65
555
3.0%
54
555
3.0%
55
553
3.0%
66
530
2.9%
52
501
2.7%
SMALLEST VALUES

0
2,036
11.1%
30
5
<0.1%
31
6
<0.1%
32
22
0.1%
33
33
0.2%
34
56
0.3%
35
71
0.4%
36
75
0.4%
37
124
0.7%
38
159
0.9%
39
172
0.9%
40
175
1.0%
41
210
1.1%
42
260
1.4%
43
301
1.6%
LARGEST VALUES

84
2
<0.1%
83
3
<0.1%
82
9
<0.1%
81
10
<0.1%
80
18
<0.1%
79
21
0.1%
78
31
0.2%
77
72
0.4%
76
60
0.3%
75
86
0.5%
74
125
0.7%
73
150
0.8%
72
202
1.1%
71
261
1.4%
70
285
1.6%
lcb
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

cb
1.00
rcb
1.00
ldm
0.98
cdm
0.98
rdm
0.98
lb
0.98
rb
0.98
lwb
0.96
rwb
0.96
defending_standing_tackle
0.89
defending_marking
0.88
defending_sliding_tackle
0.87
mentality_interceptions
0.86
lcm
0.85

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.85
team_position
0.60
nation_position
0.59
work_rate
0.39
weak_foot
0.23
real_face
0.13
international_reputation
0.12
preferred_foot
0.11
contract_valid_until
0.05
body_type
0.03
MOST FREQUENT VALUES

0
2,036
11.1%
63
624
3.4%
62
614
3.4%
64
603
3.3%
61
559
3.1%
66
552
3.0%
65
543
3.0%
60
526
2.9%
67
509
2.8%
59
466
2.5%
68
446
2.4%
58
445
2.4%
57
401
2.2%
56
386
2.1%
53
379
2.1%
SMALLEST VALUES

0
2,036
11.1%
26
3
<0.1%
27
15
<0.1%
28
17
<0.1%
29
33
0.2%
30
47
0.3%
31
77
0.4%
32
113
0.6%
33
139
0.8%
34
162
0.9%
35
200
1.1%
36
226
1.2%
37
229
1.3%
38
286
1.6%
39
294
1.6%
LARGEST VALUES

87
2
<0.1%
86
3
<0.1%
85
2
<0.1%
84
10
<0.1%
83
9
<0.1%
82
14
<0.1%
81
22
0.1%
80
27
0.1%
79
41
0.2%
78
65
0.4%
77
83
0.5%
76
88
0.5%
75
114
0.6%
74
171
0.9%
73
185
1.0%
cb
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

lcb
1.00
rcb
1.00
ldm
0.98
cdm
0.98
rdm
0.98
lb
0.98
rb
0.98
lwb
0.96
rwb
0.96
defending_standing_tackle
0.89
defending_marking
0.88
defending_sliding_tackle
0.87
mentality_interceptions
0.86
lcm
0.85

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.85
team_position
0.60
nation_position
0.59
work_rate
0.39
weak_foot
0.23
real_face
0.13
international_reputation
0.12
preferred_foot
0.11
contract_valid_until
0.05
body_type
0.03
MOST FREQUENT VALUES

0
2,036
11.1%
63
624
3.4%
62
614
3.4%
64
603
3.3%
61
559
3.1%
66
552
3.0%
65
543
3.0%
60
526
2.9%
67
509
2.8%
59
466
2.5%
68
446
2.4%
58
445
2.4%
57
401
2.2%
56
386
2.1%
53
379
2.1%
SMALLEST VALUES

0
2,036
11.1%
26
3
<0.1%
27
15
<0.1%
28
17
<0.1%
29
33
0.2%
30
47
0.3%
31
77
0.4%
32
113
0.6%
33
139
0.8%
34
162
0.9%
35
200
1.1%
36
226
1.2%
37
229
1.3%
38
286
1.6%
39
294
1.6%
LARGEST VALUES

87
2
<0.1%
86
3
<0.1%
85
2
<0.1%
84
10
<0.1%
83
9
<0.1%
82
14
<0.1%
81
22
0.1%
80
27
0.1%
79
41
0.2%
78
65
0.4%
77
83
0.5%
76
88
0.5%
75
114
0.6%
74
171
0.9%
73
185
1.0%
rcb
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

lcb
1.00
cb
1.00
ldm
0.98
cdm
0.98
rdm
0.98
lb
0.98
rb
0.98
lwb
0.96
rwb
0.96
defending_standing_tackle
0.89
defending_marking
0.88
defending_sliding_tackle
0.87
mentality_interceptions
0.86
lcm
0.85

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.85
team_position
0.60
nation_position
0.59
work_rate
0.39
weak_foot
0.23
real_face
0.13
international_reputation
0.12
preferred_foot
0.11
contract_valid_until
0.05
body_type
0.03
MOST FREQUENT VALUES

0
2,036
11.1%
63
624
3.4%
62
614
3.4%
64
603
3.3%
61
559
3.1%
66
552
3.0%
65
543
3.0%
60
526
2.9%
67
509
2.8%
59
466
2.5%
68
446
2.4%
58
445
2.4%
57
401
2.2%
56
386
2.1%
53
379
2.1%
SMALLEST VALUES

0
2,036
11.1%
26
3
<0.1%
27
15
<0.1%
28
17
<0.1%
29
33
0.2%
30
47
0.3%
31
77
0.4%
32
113
0.6%
33
139
0.8%
34
162
0.9%
35
200
1.1%
36
226
1.2%
37
229
1.3%
38
286
1.6%
39
294
1.6%
LARGEST VALUES

87
2
<0.1%
86
3
<0.1%
85
2
<0.1%
84
10
<0.1%
83
9
<0.1%
82
14
<0.1%
81
22
0.1%
80
27
0.1%
79
41
0.2%
78
65
0.4%
77
83
0.5%
76
88
0.5%
75
114
0.6%
74
171
0.9%
73
185
1.0%
rb
MISSING:
---
>
NUMERICAL ASSOCIATIONS
(PEARSON, -1 to 1)

lb
1.00
lwb
1.00
rwb
1.00
ldm
0.99
cdm
0.99
rdm
0.99
lcb
0.98
cb
0.98
rcb
0.98
lcm
0.92
cm
0.92
rcm
0.92
gk_handling
-0.89
gk_diving
-0.88

CATEGORICAL ASSOCIATIONS
(CORRELATION RATIO, 0 to 1)

skill_moves
0.89
team_position
0.60
nation_position
0.59
work_rate
0.37
weak_foot
0.27
preferred_foot
0.13
real_face
0.13
international_reputation
0.12
body_type
0.07
contract_valid_until
0.06
MOST FREQUENT VALUES

0
2,036
11.1%
61
673
3.7%
63
669
3.7%
62
649
3.6%
59
649
3.6%
57
606
3.3%
60
606
3.3%
56
603
3.3%
58
599
3.3%
64
584
3.2%
65
555
3.0%
54
555
3.0%
55
553
3.0%
66
530
2.9%
52
501
2.7%
SMALLEST VALUES

0
2,036
11.1%
30
5
<0.1%
31
6
<0.1%
32
22
0.1%
33
33
0.2%
34
56
0.3%
35
71
0.4%
36
75
0.4%
37
124
0.7%
38
159
0.9%
39
172
0.9%
40
175
1.0%
41
210
1.1%
42
260
1.4%
43
301
1.6%
LARGEST VALUES

84
2
<0.1%
83
3
<0.1%
82
9
<0.1%
81
10
<0.1%
80
18
<0.1%
79
21
0.1%
78
31
0.2%
77
72
0.4%
76
60
0.3%
75
86
0.5%
74
125
0.7%
73
150
0.8%
72
202
1.1%
71
261
1.4%
70
285
1.6%